Artificial intelligence · automated planning · learning
I study how intelligent agents decide what to do. My work spans automated planning, heuristic search, planning under uncertainty, and, more recently, learning: how to learn general policies and symbolic representations from data so that a single policy solves every instance of a planning domain, with guarantees about when it works.
bonetblai AT gmail DOT com · bonet AT usb DOT ve
Four lines of work, most recent first. Each lists a few representative papers; the full list is below.
Policies that solve whole families of problems, not one instance: learning the features they are built on and the first-order representations they act over, characterizing them through width and sketches, and learning them with graph neural networks and transformers.
Domain-independent heuristics computed automatically from the problem description: from the additive and max heuristics of HSP to pattern databases, landmarks, and heuristics obtained from linear programs and network flows.
MDPs, POMDPs, and non-deterministic and partially observable planning: heuristic-search algorithms with convergence guarantees, belief tracking and its complexity, finite-state controllers, and FOND planning with fairness assumptions.
Descriptive complexity and syntactic characterizations of complete problems, reductions from hard problems into planning, Petri-net unfolding, and causal inference, from instrumental variables to causal representation learning.
Also on Google Scholar and DBLP. All entries in one BibTeX file: bonet.bib.
A Concise Introduction to Models and Methods for Automated Planning
Hector Geffner and Blai Bonet.
Synthesis Lectures on Artificial Intelligence and Machine Learning. Morgan & Claypool, 2013. ISBN 978-1-608459-69-8.
@book{geffner2013concise,
author = {Hector Geffner and Blai Bonet},
title = {A Concise Introduction to Models and Methods for Automated Planning},
series = {Synthesis Lectures on Artificial Intelligence and Machine Learning},
year = {2013},
publisher = {Morgan \& Claypool},
isbn = {978-1-608459-69-8},
doi = {10.2200/S00513ED1V01Y201306AIM022}
}Heuristic Search for Planning under Uncertainty
Blai Bonet and Eric A. Hansen.
In Heuristics, Probability and Causality: A Tribute to Judea Pearl. College Publications, 2010. Pages 3-22. ISBN 978-1-904987-66-6.
@incollection{bonet2010heuristic,
author = {Blai Bonet and Eric A. Hansen},
editor = {Rina Dechter and Hector Geffner and Joseph Y. Halpern},
title = {Heuristic Search for Planning under Uncertainty},
booktitle = {Heuristics, Probability and Causality: A Tribute to Judea Pearl},
pages = {3--22},
year = {2010},
publisher = {College Publications}
}Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence (AAAI-15)
Blai Bonet and Sven Koenig, Program Co-Chairs.
Austin, Texas, USA. January 25-30, 2015. AAAI Press. ISSN 2374-3468 (online), 2159-5399 (print).
@proceedings{bonet2015proceedings,
editor = {Blai Bonet and Sven Koenig},
title = {Proceedings of the {Twenty-Ninth} {AAAI} Conference on Artificial Intelligence ({AAAI-15})},
year = {2015},
address = {Austin, Texas, USA},
publisher = {AAAI Press}
}A Summary of the Twenty-Ninth AAAI Conference on Artificial Intelligence
Robert Morris, Sven Koenig, Blai Bonet, et al.
AI Magazine 36(3): 99-106. 2015.
@article{morris2015summary,
author = {Robert Morris and Sven Koenig and Blai Bonet and others},
title = {A Summary of the {Twenty-Ninth} {AAAI} Conference on Artificial Intelligence},
journal = {AI Magazine},
volume = {36},
number = {3},
pages = {99--106},
year = {2015}
}Proceedings of the Twenty-Second International Conference on Automated Planning and Scheduling (ICAPS-12)
Lee McCluskey, Brian Williams, José Reinaldo Silva and Blai Bonet (Eds.).
Atibaia, São Paulo, Brazil. June 25-29, 2012. AAAI Press. ISBN 978-1-577355-62-5.
@proceedings{mccluskey2012proceedings,
editor = {Lee McCluskey and Brian Williams and Jos{\'e} Reinaldo Silva and Blai Bonet},
title = {Proceedings of the {Twenty-Second} International Conference on Automated Planning and Scheduling ({ICAPS-12})},
year = {2012},
address = {Atibaia, S{\~a}o Paulo, Brazil},
publisher = {AAAI Press},
isbn = {978-1-577355-62-5}
}5th International Planning Competition
Alfonso Gerevini, Blai Bonet and Robert Givan (Eds.).
Held with the 16th Int. Conf. on Automated Planning and Scheduling (ICAPS). Cumbria, UK. 2006.
@proceedings{gerevini2006international,
editor = {Alfonso Gerevini and Blai Bonet and Robert Givan},
title = {{5th} International Planning Competition},
year = {2006},
address = {Cumbria, UK},
note = {Booklet of the 5th International Planning Competition, held at ICAPS 2006}
}Learning How to Search for Plans with Exponentially Less Space
Dominik Drexler, Simon Ståhlberg, Markus Fritzsche, and Blai Bonet.
arXiv preprint arXiv:2610.10954. 2026.
@misc{drexler2026learning,
author = {Dominik Drexler and Simon St{\aa}hlberg and Markus Fritzsche and Blai Bonet},
title = {Learning How to Search for Plans with Exponentially Less Space},
year = {2026},
eprint = {2610.10954},
archiveprefix = {arXiv}
}Recurrent Graph Neural Networks with Set-Based Aggregation
Blai Bonet.
arXiv preprint arXiv:2609.15932. 2026.
@misc{bonet2026recurrent,
author = {Blai Bonet},
title = {Recurrent Graph Neural Networks with Set-Based Aggregation},
year = {2026},
eprint = {2609.15932},
archiveprefix = {arXiv}
}Learning General Policies from Examples
Blai Bonet and Hector Geffner.
Proc. 22nd Int. Conf. on Principles of Knowledge Representation and Reasoning (KR). Melbourne, Australia. 2025. Pages 740-750.
@inproceedings{KR2025-71,
title = {{Learning General Policies from Examples}},
author = {Bonet, Blai and Geffner, Hector},
booktitle = {{Proceedings of the 22nd International Conference on Principles of Knowledge Representation and Reasoning}},
pages = {740--750},
year = {2025},
month = {10},
doi = {10.24963/kr.2025/71},
url = {https://doi.org/10.24963/kr.2025/71},
}Learning More Expressive General Policies for Classical Planning Domains
Simon Ståhlberg, Blai Bonet, and Hector Geffner.
Proc. 39th Annual AAAI Conf. on Artificial Intelligence (AAAI). Philadelphia, USA. 2025. Pages 26697-26706.
@inproceedings{stahlberg2025learning,
author = {Simon St{\aa}hlberg and Blai Bonet and Hector Geffner},
title = {Learning More Expressive General Policies for Classical Planning Domains},
booktitle = {Proceedings of the 39th Annual AAAI Conference on Artificial Intelligence (AAAI)},
pages = {26697--26706},
year = {2025},
address = {Philadelphia, USA},
url = {https://ojs.aaai.org/index.php/AAAI/article/view/34872}
}Towards Principled Graph Transformers
Luis Müller, Daniel Kusuma, Blai Bonet, and Christopher Morris.
Proc. 38th Annual Conf. on Neural Information Processing Systems (NeurIPS). Vancouver, Canada. 2024. Pages 126767-126801.
@inproceedings{muller2024towards,
author = {Luis M{\"u}ller and Daniel Kusuma and Blai Bonet and Christopher Morris},
title = {Towards Principled Graph Transformers},
booktitle = {Proceedings of the 38th Annual Conference on Neural Information Processing Systems (NeurIPS)},
pages = {126767--126801},
year = {2024},
address = {Vancouver, Canada},
eprint = {2401.10119},
archiveprefix = {arXiv},
url = {https://proceedings.neurips.cc/paper_files/paper/2024/hash/e5419147e53eba322cf12aff266a66f2-Abstract-Conference.html}
}Symmetries and Expressive Requirements for Learning General Policies
Dominik Drexler, Simon Ståhlberg, Blai Bonet, and Hector Geffner.
Proc. 21st Int. Conf. on Principles of Knowledge Representation and Reasoning (KR). Hanoi, Vietnam. 2024. Pages 845-855.
@inproceedings{drexler2024symmetries,
author = {Dominik Drexler and Simon St{\aa}hlberg and Blai Bonet and Hector Geffner},
title = {Symmetries and Expressive Requirements for Learning General Policies},
booktitle = {Proceedings of the 21st International Conference on Principles of Knowledge Representation and Reasoning (KR)},
pages = {845--855},
year = {2024},
address = {Hanoi, Vietnam},
eprint = {2409.15892},
archiveprefix = {arXiv},
url = {https://proceedings.kr.org/2024/79}
}On Policy Reuse: An Expressive Language for Representing and Executing General Policies that Call Other Policies
Blai Bonet, Dominik Drexler, and Hector Geffner.
Proc. 34th Int. Conf. on Automated Planning and Scheduling (ICAPS). Banff, Canada. 2024. Pages 31-39.
@inproceedings{bonet2024policy,
author = {Blai Bonet and Dominik Drexler and Hector Geffner},
title = {On Policy Reuse: An Expressive Language for Representing and Executing General Policies that Call Other Policies},
booktitle = {Proceedings of the 34th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {31--39},
year = {2024},
address = {Banff, Canada},
eprint = {2403.16824},
archiveprefix = {arXiv},
url = {https://ojs.aaai.org/index.php/ICAPS/article/view/31458}
}General Policies, Subgoal Structure, and Planning Width
Blai Bonet and Hector Geffner.
Journal of Artificial Intelligence Research (JAIR) 80 (2024) 475-516.
@article{bonet2024general,
author = {Blai Bonet and Hector Geffner},
title = {General Policies, Subgoal Structure, and Planning Width},
journal = {Journal of Artificial Intelligence Research},
volume = {80},
pages = {475--516},
year = {2024},
eprint = {2311.05490},
archiveprefix = {arXiv},
url = {https://www.jair.org/index.php/jair/article/view/15581}
}General and Reusable Indexical Policies and Sketches
Blai Bonet, Dominik Drexler, and Hector Geffner.
Proc. 7th Workshop on Generalization in Planning (GenPlan). NeurIPS. New Orleans, USA. 2023.
@inproceedings{bonet2023general,
author = {Blai Bonet and Dominik Drexler and Hector Geffner},
title = {General and Reusable Indexical Policies and Sketches},
booktitle = {Proceedings of the 7th Workshop on Generalization in Planning (GenPlan)},
year = {2023},
organization = {NeurIPS},
address = {New Orleans, USA}
}Learning General Policies with Policy Gradient Methods
Simon Ståhlberg, Blai Bonet, and Hector Geffner.
Proc. 20th Int. Conf. on Principles of Knowledge Representation and Reasoning (KR). Rhodes, Greece. 2023. Pages 647-657.
Proc. 4th ICAPS Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL). Czech Republic. 2023.
@inproceedings{stahlberg2023learning,
author = {Simon St{\aa}hlberg and Blai Bonet and Hector Geffner},
title = {Learning General Policies with Policy Gradient Methods},
booktitle = {Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning (KR)},
pages = {647--657},
year = {2023},
address = {Rhodes, Greece},
url = {https://proceedings.kr.org/2023/63/kr2023-0063-stahlberg-et-al.pdf}
}Language-Based Causal Representation Learning
Blai Bonet and Hector Geffner.
Preprint.
@misc{bonet2022language,
author = {Blai Bonet and Hector Geffner},
title = {{Language-Based} Causal Representation Learning},
year = {2022},
eprint = {2207.05259},
archiveprefix = {arXiv}
}FOND Planning with Explicit Fairness Assumptions
Ivan D. Rodriguez, Blai Bonet, Javier Romero, and Hector Geffner.
Journal of Artificial Intelligence Research (JAIR) 74 (2022) 887-916.
@article{rodriguez2022fond,
author = {Ivan D. Rodriguez and Blai Bonet and Javier Romero and Hector Geffner},
title = {{FOND} Planning with Explicit Fairness Assumptions},
journal = {Journal of Artificial Intelligence Research},
volume = {74},
pages = {887--916},
year = {2022},
url = {https://www.jair.org/index.php/jair/article/view/13599}
}Learning Generalized Policies Without Supervision Using GNNs
Simon Ståhlberg, Blai Bonet, and Hector Geffner.
Proc. 19th Int. Conf. on Principles of Knowledge Representation and Reasoning (KR). Haifa, Israel. 2022. Pages 474-483.
Proc. 3rd ICAPS Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL). Singapore (Virtual). 2022.
@inproceedings{stahlberg2022learning,
author = {Simon St{\aa}hlberg and Blai Bonet and Hector Geffner},
title = {Learning Generalized Policies Without Supervision Using {GNNs}},
booktitle = {Proceedings of the 19th International Conference on Principles of Knowledge Representation and Reasoning (KR)},
pages = {474--483},
year = {2022},
address = {Haifa, Israel},
eprint = {2205.06002},
archiveprefix = {arXiv},
url = {https://proceedings.kr.org/2022/49}
}Learning First-Order Symbolic Planning Representations That Are Grounded
Andres Occhipinti, Blai Bonet, and Hector Geffner.
Proc. 3rd ICAPS Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL). Singapore (Virtual). 2022.
@inproceedings{occhipinti2022learning,
author = {Andres Occhipinti and Blai Bonet and Hector Geffner},
title = {Learning {First-Order} Symbolic Planning Representations That Are Grounded},
booktitle = {Proceedings of the 3rd ICAPS Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL)},
year = {2022},
address = {Singapore (Virtual)},
eprint = {2204.11902},
archiveprefix = {arXiv}
}Learning General Optimal Policies with Graph Neural Networks: Expressive Power, Transparency, and Limits
Simon Ståhlberg, Blai Bonet, and Hector Geffner.
Proc. 32nd Int. Conf. on Automated Planning and Scheduling (ICAPS). Singapore (Virtual). 2022. Pages 629-637.
@inproceedings{stahlberg2022learninga,
author = {Simon St{\aa}hlberg and Blai Bonet and Hector Geffner},
title = {Learning General Optimal Policies with Graph Neural Networks: Expressive Power, Transparency, and Limits},
booktitle = {Proceedings of the 32nd International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {629--637},
year = {2022},
address = {Singapore (Virtual)},
eprint = {2109.10129},
archiveprefix = {arXiv},
url = {https://ojs.aaai.org/index.php/ICAPS/article/view/19851/19610}
}Learning First-Order Representations for Planning from Black-Box States: New Results
Ivan D. Rodriguez, Blai Bonet, Javier Romero, and Hector Geffner.
Proc. 18th Int. Conf. on Principles of Knowledge Representation and Reasoning (KR). Hanoi, Vietnam. 2021. Pages 539-548.
@inproceedings{rodriguez2021learning,
author = {Ivan D. Rodriguez and Blai Bonet and Javier Romero and Hector Geffner},
title = {Learning {First-Order} Representations for Planning from {Black-Box} States: New Results},
booktitle = {Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning (KR)},
pages = {539--548},
year = {2021},
address = {Hanoi, Vietnam},
eprint = {2105.10830},
archiveprefix = {arXiv},
url = {https://proceedings.kr.org/2021/51}
}Flexible FOND Planning with Explicit Fairness Assumptions
Ivan D. Rodriguez, Blai Bonet, Sebastian Sardina, and Hector Geffner.
Proc. 31st Int. Conf. on Automated Planning and Scheduling (ICAPS). Guangzhou, China. 2021. Pages 290-298.
@inproceedings{rodriguez2021flexible,
author = {Ivan D. Rodriguez and Blai Bonet and Sebastian Sardina and Hector Geffner},
title = {Flexible {FOND} Planning with Explicit Fairness Assumptions},
booktitle = {Proceedings of the 31st International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {290--298},
year = {2021},
address = {Guangzhou, China},
eprint = {2103.08391},
archiveprefix = {arXiv},
url = {https://ojs.aaai.org/index.php/ICAPS/article/view/15973}
}Learning General Planning Policies from Small Examples Without Supervision
Guillem Francès, Blai Bonet, and Hector Geffner.
Proc. 35th AAAI Conf. on Artificial Intelligence (AAAI). Vancouver, Canada. 2021. Pages 11801-11808.
@inproceedings{frances2021learning,
author = {Guillem Franc{\`e}s and Blai Bonet and Hector Geffner},
title = {Learning General Planning Policies from Small Examples Without Supervision},
booktitle = {Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI)},
pages = {11801--11808},
year = {2021},
address = {Vancouver, Canada},
eprint = {2101.00692},
archiveprefix = {arXiv},
url = {https://ojs.aaai.org/index.php/AAAI/article/view/17402}
}General Policies, Representations, and Planning Width
Blai Bonet and Hector Geffner.
Proc. 35th AAAI Conf. on Artificial Intelligence (AAAI). Vancouver, Canada. 2021. Pages 11764-11773.
@inproceedings{bonet2021general,
author = {Blai Bonet and Hector Geffner},
title = {General Policies, Representations, and Planning Width},
booktitle = {Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI)},
pages = {11764--11773},
year = {2021},
address = {Vancouver, Canada},
eprint = {2012.08033},
archiveprefix = {arXiv},
url = {https://ojs.aaai.org/index.php/AAAI/article/view/17398}
}High-Level Programming via Generalized Planning and LTL Synthesis
Blai Bonet, Giuseppe De Giacomo, Hector Geffner, Fabio Patrizi, and Sasha Rubin.
Proc. 17th Int. Conf. on Principles of Knowledge Representation and Reasoning (KR). Rhodes, Greece. 2020. Pages 152-161.
@inproceedings{bonet2020high,
author = {Blai Bonet and {De Giacomo}, Giuseppe and Hector Geffner and Fabio Patrizi and Sasha Rubin},
title = {{High-Level} Programming via Generalized Planning and {LTL} Synthesis},
booktitle = {Proceedings of the 17th International Conference on Principles of Knowledge Representation and Reasoning (KR)},
pages = {152--161},
year = {2020},
address = {Rhodes, Greece},
url = {https://proceedings.kr.org/2020/16/kr2020-0016-bonet-et-al.pdf}
}Qualitative Numeric Planning: Reductions and Complexity
Blai Bonet and Hector Geffner.
Journal of Artificial Intelligence Research (JAIR) 69 (2020) 923-961.
@article{bonet2020qualitative,
author = {Blai Bonet and Hector Geffner},
title = {Qualitative Numeric Planning: Reductions and Complexity},
journal = {Journal of Artificial Intelligence Research},
volume = {69},
pages = {923--961},
year = {2020},
eprint = {1912.04816},
archiveprefix = {arXiv},
url = {https://jair.org/index.php/jair/article/view/11865}
}Learning First-Order Symbolic Representations for Planning from the Structure of the State Space
Blai Bonet and Hector Geffner.
Proc. 24th European Conf. on Artificial Intelligence (ECAI). Santiago de Compostela, Spain. 2020. Pages 2322-2329.
@inproceedings{bonet2020learning,
author = {Blai Bonet and Hector Geffner},
title = {Learning {First-Order} Symbolic Representations for Planning from the Structure of the State Space},
booktitle = {Proceedings of the 24th European Conference on Artificial Intelligence (ECAI)},
pages = {2322--2329},
year = {2020},
address = {Santiago de Compostela, Spain},
eprint = {1909.05546},
archiveprefix = {arXiv},
url = {http://ebooks.iospress.nl/volumearticle/55156}
}Guarantees for Sound Abstractions for Generalized Planning
Blai Bonet, Raquel Fuentetaja, Yolanda E-Martín, and Daniel Borrajo.
Proc. 28th Int. Joint Conf. on Artificial Intelligence (IJCAI). Macau, China. 2019. Pages 1566-1573.
@inproceedings{bonet2019guarantees,
author = {Blai Bonet and Raquel Fuentetaja and Yolanda E-Mart{\'i}n and Daniel Borrajo},
title = {Guarantees for Sound Abstractions for Generalized Planning},
booktitle = {Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {1566--1573},
year = {2019},
address = {Macau, China},
eprint = {1905.12071},
archiveprefix = {arXiv},
url = {https://ijcai.org/proceedings/2019/0217.pdf}
}Learning Features and Abstract Actions for Computing Generalized Plans
Blai Bonet, Guillem Francès, and Hector Geffner.
Proc. 33rd AAAI Conf. on Artificial Intelligence (AAAI). Hawaii, USA. 2019. Pages 2703-2710.
@inproceedings{bonet2019learning,
author = {Blai Bonet and Guillem Franc{\`e}s and Hector Geffner},
title = {Learning Features and Abstract Actions for Computing Generalized Plans},
booktitle = {Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI)},
pages = {2703--2710},
year = {2019},
address = {Hawaii, USA},
eprint = {1811.07231},
archiveprefix = {arXiv}
}Features, Projections, and Representation Change for Generalized Planning
Blai Bonet and Hector Geffner.
Proc. 27th Int. Joint Conf. on Artificial Intelligence (IJCAI). Stockholm, Sweden. 2018. Pages 4667-4673.
@inproceedings{bonet2018features,
author = {Blai Bonet and Hector Geffner},
title = {Features, Projections, and Representation Change for Generalized Planning},
booktitle = {Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {4667--4673},
year = {2018},
address = {Stockholm, Sweden},
eprint = {1801.10055},
archiveprefix = {arXiv},
url = {https://ijcai.org/proceedings/2018/0649.pdf}
}Planning with Pixels in (Almost) Real Time
Wilmer Bandres, Blai Bonet, and Hector Geffner.
Proc. 32nd AAAI Conf. on Artificial Intelligence (AAAI). New Orleans, USA. 2018. Pages 6102-6109.
@inproceedings{bandres2018planning,
author = {Wilmer Bandres and Blai Bonet and Hector Geffner},
title = {Planning with Pixels in (Almost) Real Time},
booktitle = {Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI)},
pages = {6102--6109},
year = {2018},
address = {New Orleans, USA},
eprint = {1801.03354},
archiveprefix = {arXiv},
url = {https://ojs.aaai.org/index.php/AAAI/article/view/12095}
}Generalized Planning: Non-Deterministic Abstractions and Trajectory Constraints
Blai Bonet, Giuseppe De Giacomo, Hector Geffner and Sasha Rubin.
Proc. 26th Int. Joint Conf. on Artificial Intelligence (IJCAI). Melbourne, Australia. 2017. Pages 873-879.
Also accepted in Workshop on Generalized Planning at ICAPS-17.
@inproceedings{bonet2017generalized,
author = {Blai Bonet and {De Giacomo}, Giuseppe and Hector Geffner and Sasha Rubin},
title = {Generalized Planning: {Non-Deterministic} Abstractions and Trajectory Constraints},
booktitle = {Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {873--879},
year = {2017},
address = {Melbourne, Australia},
eprint = {1909.12135},
archiveprefix = {arXiv},
url = {https://ijcai.org/proceedings/2017/121}
}Abstraction Heuristics, Cost Partitioning and Network Flows
Florian Pommerening, Malte Helmert and Blai Bonet.
Proc. 27th Int. Conf. on Automated Planning and Scheduling (ICAPS). Pittsburgh, USA. 2017. Pages 228-232.
@inproceedings{pommerening2017abstraction,
author = {Florian Pommerening and Malte Helmert and Blai Bonet},
title = {Abstraction Heuristics, Cost Partitioning and Network Flows},
booktitle = {Proceedings of the 27th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {228--232},
year = {2017},
address = {Pittsburgh, USA},
url = {https://aaai.org/papers/00228-13806-abstraction-heuristics-cost-partitioning-and-network-flows/}
}Completeness of Online Planners for Partially Observable Deterministic Tasks
Blai Bonet, Gabriel Formica, Melecio Ponte.
Proc. 27th Int. Conf. on Automated Planning and Scheduling (ICAPS). Pittsburgh, USA. 2017. Pages 38-46.
@inproceedings{bonet2017completeness,
author = {Blai Bonet and Gabriel Formica and Melecio Ponte},
title = {Completeness of Online Planners for Partially Observable Deterministic Tasks},
booktitle = {Proceedings of the 27th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {38--46},
year = {2017},
address = {Pittsburgh, USA},
url = {https://aaai.org/papers/00038-13838-completeness-of-online-planners-for-partially-observable-deterministic-tasks/}
}Higher-Dimensional Potential Heuristics for Optimal Classical Planning
Florian Pommerening, Malte Helmert and Blai Bonet.
Proc. 31st AAAI Conf. on Artificial Intelligence (AAAI). San Francisco, USA. 2017. Pages 3636-3643.
@inproceedings{pommerening2017higher,
author = {Florian Pommerening and Malte Helmert and Blai Bonet},
title = {{Higher-Dimensional} Potential Heuristics for Optimal Classical Planning},
booktitle = {Proceedings of the 31st AAAI Conference on Artificial Intelligence (AAAI)},
pages = {3636--3643},
year = {2017},
address = {San Francisco, USA},
eprint = {1909.12142},
archiveprefix = {arXiv},
url = {https://ojs.aaai.org/index.php/AAAI/article/view/11023}
}Factored Probabilistic Belief Tracking
Blai Bonet and Hector Geffner.
Proc. 25th Int. Joint Conf. on Artificial Intelligence (IJCAI). New York, USA. 2016. Pages 3045-3052.
@inproceedings{bonet2016factored,
author = {Blai Bonet and Hector Geffner},
title = {Factored Probabilistic Belief Tracking},
booktitle = {Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {3045--3052},
year = {2016},
address = {New York, USA},
eprint = {1909.13779},
archiveprefix = {arXiv},
url = {https://ijcai.org/proceedings/2016/0432.pdf}
}Policies that Generalize: Solving Many Planning Problems with the Same Policy
Blai Bonet and Hector Geffner.
Proc. 24th Int. Joint Conf. on Artificial Intelligence (IJCAI). Buenos Aires, Argentina. 2015. Pages 2798-2804.
@inproceedings{bonet2015policies,
author = {Blai Bonet and Hector Geffner},
title = {Policies that Generalize: Solving Many Planning Problems with the Same Policy},
booktitle = {Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {2798--2804},
year = {2015},
address = {Buenos Aires, Argentina},
url = {https://ijcai.org/proceedings/2015/0396.pdf}
}Heuristics for Cost-Optimal Classical Planning based on Linear Programming
Florian Pommerening, Gabriele Röger, Malte Helmert and Blai Bonet.
IJCAI 2015 Sister Conferences Track
Proc. 24th Int. Joint Conf. on Artificial Intelligence (IJCAI). Buenos Aires, Argentina. 2015. Pages 4303-4309.
@inproceedings{pommerening2015heuristics,
author = {Florian Pommerening and Gabriele R{\"o}ger and Malte Helmert and Blai Bonet},
title = {Heuristics for {Cost-Optimal} Classical Planning based on Linear Programming},
booktitle = {Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {4303--4309},
year = {2015},
address = {Buenos Aires, Argentina},
url = {https://ijcai.org/proceedings/2015/0612.pdf},
note = {Sister Conferences Track}
}Belief Tracking for Planning with Sensing: Width, Complexity and Approximations
Blai Bonet and Hector Geffner.
Journal of Artificial Intelligence Research 50 (2014). Pages 923-970.
@article{bonet2014belief,
author = {Blai Bonet and Hector Geffner},
title = {Belief Tracking for Planning with Sensing: Width, Complexity and Approximations},
journal = {Journal of Artificial Intelligence Research},
volume = {50},
pages = {923--970},
year = {2014},
doi = {10.1613/jair.4475},
url = {https://www.jair.org/index.php/jair/article/view/10901}
}Recent Advances in Unfolding Technique
Blai Bonet, Patrik Haslum, Victor Khomenko, Sylvie Thiébaux and Walter Vogler.
Theoretical Computer Science 551 (2014). Elsevier. Pages 84-101.
@article{bonet2014recent,
author = {Blai Bonet and Patrik Haslum and Victor Khomenko and Sylvie Thi{\'e}baux and Walter Vogler},
title = {Recent Advances in Unfolding Technique},
journal = {Theoretical Computer Science},
volume = {551},
pages = {84--101},
year = {2014},
publisher = {Elsevier},
doi = {10.1016/j.tcs.2014.07.003}
}Flexible and Scalable Partially Observable Planning with Linear Translations
Blai Bonet and Hector Geffner.
Proc. 28th AAAI Conf. on Artificial Intelligence (AAAI). Québec City, Canada. 2014. Pages 2235-2241.
@inproceedings{bonet2014flexible,
author = {Blai Bonet and Hector Geffner},
title = {Flexible and Scalable Partially Observable Planning with Linear Translations},
booktitle = {Proceedings of the 28th AAAI Conference on Artificial Intelligence (AAAI)},
pages = {2235--2241},
year = {2014},
address = {Qu{\'e}bec City, Canada},
url = {https://aaai.org/papers/9047-flexible-and-scalable-partially-observable-planning-with-linear-translations/}
}Universal First-Order Logic is Superfluous for NL, P, NP and CoNP
Nerio Borges and Blai Bonet.
Logical Methods in Computer Science 10(1:15) 2014. Pages 1-18.
@article{borges2014universal,
author = {Nerio Borges and Blai Bonet},
title = {Universal {First-Order} Logic is Superfluous for {NL}, P, {NP} and {CoNP}},
journal = {Logical Methods in Computer Science},
volume = {10},
number = {1:15},
pages = {1--18},
year = {2014},
eprint = {1401.8046},
archiveprefix = {arXiv}
}LP-based Heuristics for Cost-optimal Planning
Florian Pommerening, Gabriele Röger, Malte Helmert and Blai Bonet.
Proc. 24th Int. Conf. on Automated Planning and Scheduling (ICAPS). Portsmouth, USA. 2014. Pages 226-234.
@inproceedings{pommerening2014lp,
author = {Florian Pommerening and Gabriele R{\"o}ger and Malte Helmert and Blai Bonet},
title = {{LP-based} Heuristics for Cost-optimal Planning},
booktitle = {Proceedings of the 24th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {226--234},
year = {2014},
address = {Portsmouth, USA}
}Flow-based Heuristics for Optimal Planning: Landmarks and Merges
Blai Bonet and Menkes van den Briel.
Proc. 24th Int. Conf. on Automated Planning and Scheduling (ICAPS). Portsmouth, USA. 2014. Pages 47-55.
@inproceedings{bonet2014flow,
author = {Blai Bonet and Menkes van den Briel},
title = {Flow-based Heuristics for Optimal Planning: Landmarks and Merges},
booktitle = {Proceedings of the 24th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {47--55},
year = {2014},
address = {Portsmouth, USA}
}Causal Belief Decomposition for Planning with Sensing: Completeness and Practical Approximation
Blai Bonet and Hector Geffner.
Proc. 23rd Int. Joint Conf. on Artificial Intelligence (IJCAI). Beijing, China. 2013. Pages 2275-2281.
@inproceedings{bonet2013causal,
author = {Blai Bonet and Hector Geffner},
title = {Causal Belief Decomposition for Planning with Sensing: Completeness and Practical Approximation},
booktitle = {Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {2275--2281},
year = {2013},
address = {Beijing, China},
eprint = {1909.13778},
archiveprefix = {arXiv}
}An Admissible Heuristic for SAS+ Planning Obtained from the State Equation
Blai Bonet.
Proc. 23rd Int. Joint Conf. on Artificial Intelligence (IJCAI). Beijing, China. 2013. Pages 2268-2274.
Also accepted in the ICAPS-13 Workshop Heuristics and Search for Domain-independent Planning (HSDIP). Pages 62-68. (slides)
@inproceedings{bonet2013admissible,
author = {Blai Bonet},
title = {An Admissible Heuristic for {SAS+} Planning Obtained from the State Equation},
booktitle = {Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {2268--2274},
year = {2013},
address = {Beijing, China}
}Automatic Reductions from PH into STRIPS or How to Generate Short Problems with Very Long Solutions
Aldo Porco, Alejandro Machado and Blai Bonet.
Proc. 23rd Int. Conf. on Automated Planning and Scheduling (ICAPS). Rome, Italy. 2013. Pages 342-346.
@inproceedings{porco2013automatic,
author = {Aldo Porco and Alejandro Machado and Blai Bonet},
title = {Automatic Reductions from {PH} into {STRIPS} or How to Generate Short Problems with Very Long Solutions},
booktitle = {Proceedings of the 23rd International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {342--346},
year = {2013},
address = {Rome, Italy}
}Action Selection for MDPs: Anytime AO* vs. UCT
Blai Bonet and Hector Geffner.
Proc. 26th AAAI Conf. on Artificial Intelligence (AAAI). Toronto, Canada. 2012. Pages 1749-1755.
@inproceedings{bonet2012action,
author = {Blai Bonet and Hector Geffner},
title = {Action Selection for {MDPs}: Anytime {AO*} vs. {UCT}},
booktitle = {Proceedings of the 26th AAAI Conference on Artificial Intelligence (AAAI)},
pages = {1749--1755},
year = {2012},
address = {Toronto, Canada},
eprint = {1909.12104},
archiveprefix = {arXiv},
url = {https://aaai.org/papers/8369-action-selection-for-mdps-anytime-ao-versus-uct/}
}Width and Complexity of Belief Tracking in Non-deterministic Conformant and Contingent Planning
Blai Bonet and Hector Geffner.
Proc. 26th AAAI Conf. on Artificial Intelligence (AAAI). Toronto, Canada. 2012. Pages 1756-1762.
@inproceedings{bonet2012width,
author = {Blai Bonet and Hector Geffner},
title = {Width and Complexity of Belief Tracking in Non-deterministic Conformant and Contingent Planning},
booktitle = {Proceedings of the 26th AAAI Conference on Artificial Intelligence (AAAI)},
pages = {1756--1762},
year = {2012},
address = {Toronto, Canada},
url = {https://aaai.org/papers/8365-width-and-complexity-of-belief-tracking-in-non-deterministic-conformant-and-contingent-planning/}
}Syntactic Characterizations of Completeness using Duals and Operators
Blai Bonet and Nerio Borges.
Logic Journal of IGPL 20(1) 2012. Oxford University Press. Pages 266-282.
@article{bonet2012syntactic,
author = {Blai Bonet and Nerio Borges},
title = {Syntactic Characterizations of Completeness using Duals and Operators},
journal = {Logic Journal of IGPL},
volume = {20},
number = {1},
pages = {266--282},
year = {2012},
publisher = {Oxford University Press},
doi = {10.1093/jigpal/jzr035}
}Planning under Partial Observability by Classical Replanning: Theory and Experiments
Blai Bonet and Hector Geffner.
Proc. 22nd Int. Joint Conf. on Artificial Intelligence (IJCAI). Barcelona, Spain. 2011. Pages 1936-1941.
@inproceedings{bonet2011planning,
author = {Blai Bonet and Hector Geffner},
title = {Planning under Partial Observability by Classical Replanning: Theory and Experiments},
booktitle = {Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {1936--1941},
year = {2011},
address = {Barcelona, Spain}
}Automatic Polytime Reductions of NP Problems into a Fragment of STRIPS
Aldo Porco, Alejandro Machado and Blai Bonet.
Proc. 21st Int. Conf. on Automated Planning and Scheduling (ICAPS). Freiburg, Germany. 2011. Pages 178-185.
@inproceedings{porco2011automatic,
author = {Aldo Porco and Alejandro Machado and Blai Bonet},
title = {Automatic Polytime Reductions of {NP} Problems into a Fragment of {STRIPS}},
booktitle = {Proceedings of the 21st International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {178--185},
year = {2011},
address = {Freiburg, Germany}
}Abstraction Heuristics Extended with Counting Abstractions
Blai Bonet.
Proc. 21st Int. Conf. on Automated Planning and Scheduling (ICAPS). Freiburg, Germany. 2011. Pages 311-314.
@inproceedings{bonet2011abstraction,
author = {Blai Bonet},
title = {Abstraction Heuristics Extended with Counting Abstractions},
booktitle = {Proceedings of the 21st International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {311--314},
year = {2011},
address = {Freiburg, Germany}
}A Complete Algorithm for Generating Landmarks
Blai Bonet and Julio Castillo.
Proc. 21st Int. Conf. on Automated Planning and Scheduling (ICAPS). Freiburg, Germany. 2011. Pages 315-318.
@inproceedings{bonet2011complete,
author = {Blai Bonet and Julio Castillo},
title = {A Complete Algorithm for Generating Landmarks},
booktitle = {Proceedings of the 21st International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {315--318},
year = {2011},
address = {Freiburg, Germany}
}STEREO: a SaT-based tool for an optimal solution of the sERvice selEctiOn problem
Daniel Izquierdo, María Esther Vidal and Blai Bonet.
Demo paper in 9th Int. Semantic Web Conf. (ISWC). Shanghai, China. 2010. CEUR-WS.org, Vol-658. Pages 205-208.
@inproceedings{izquierdo2010stereo,
author = {Daniel Izquierdo and Mar{\'i}a Esther Vidal and Blai Bonet},
title = {{STEREO}: a {SaT-based} tool for an optimal solution of the {sERvice} {selEctiOn} problem},
booktitle = {Proceedings of the 9th International Semantic Web Conference (ISWC)},
volume = {658},
series = {CEUR Workshop Proceedings},
pages = {205--208},
year = {2010},
address = {Shanghai, China},
publisher = {CEUR-WS.org},
url = {https://nbn-resolving.org/urn:nbn:de:0074-658-5},
note = {Demo paper}
}An Expressive and Efficient Solution to the Service Selection Problem
Daniel Izquierdo, María Esther Vidal and Blai Bonet.
Proc. 9th Int. Semantic Web Conf. (ISWC). Shanghai, China. 2010. Springer LNCS 6496. Pages 386-401.
@inproceedings{izquierdo2010expressive,
author = {Daniel Izquierdo and Mar{\'i}a Esther Vidal and Blai Bonet},
title = {An Expressive and Efficient Solution to the Service Selection Problem},
booktitle = {Proceedings of the 9th International Semantic Web Conference (ISWC)},
volume = {6496},
series = {Lecture Notes in Computer Science},
pages = {386--401},
year = {2010},
address = {Shanghai, China},
publisher = {Springer}
}Strengthening Landmark Heuristics via Hitting Sets
Blai Bonet and Malte Helmert.
Proc. 19th European Conf. on Artificial Intelligence (ECAI). Lisbon, Portugal. 2010. Pages 329-334.
Technical Report (Proofs) (Uni-Freiburg) (pdf)
@inproceedings{bonet2010strengthening,
author = {Blai Bonet and Malte Helmert},
title = {Strengthening Landmark Heuristics via Hitting Sets},
booktitle = {Proceedings of the 19th European Conference on Artificial Intelligence (ECAI)},
pages = {329--334},
year = {2010},
address = {Lisbon, Portugal}
}Finite-State Controllers Based on Mealy Machines for Centralized and Decentralized POMDPs
Christopher Amato, Blai Bonet and Shlomo Zilberstein.
Proc. 24th National Conf. on Artificial Intelligence (AAAI). Atlanta, GA. 2010. AAAI Press. Pages 1052-1058.
@inproceedings{amato2010finite,
author = {Christopher Amato and Blai Bonet and Shlomo Zilberstein},
title = {{Finite-State} Controllers Based on {Mealy} Machines for Centralized and Decentralized {POMDPs}},
booktitle = {Proceedings of the 24th National Conference on Artificial Intelligence (AAAI)},
pages = {1052--1058},
year = {2010},
address = {Atlanta, GA},
publisher = {AAAI Press}
}Automatic Derivation of Finite-State Machines for Behavior Control (Nectar Track)
Blai Bonet, Hector Palacios and Hector Geffner.
Proc. 24th National Conf. on Artificial Intelligence (AAAI). Atlanta, GA. 2010. AAAI Press. Pages 1656-1659.
@inproceedings{bonet2010automatic,
author = {Blai Bonet and Hector Palacios and Hector Geffner},
title = {Automatic Derivation of {Finite-State} Machines for Behavior Control (Nectar Track)},
booktitle = {Proceedings of the 24th National Conference on Artificial Intelligence (AAAI)},
pages = {1656--1659},
year = {2010},
address = {Atlanta, GA},
publisher = {AAAI Press}
}Conformant Plans and Beyond: Principles and Complexity
Blai Bonet.
Artificial Intelligence 174 (2010). Elsevier. Pages 245-269.
@article{bonet2010conformant,
author = {Blai Bonet},
title = {Conformant Plans and Beyond: Principles and Complexity},
journal = {Artificial Intelligence},
volume = {174},
pages = {245--269},
year = {2010},
publisher = {Elsevier},
doi = {10.1016/j.artint.2009.11.001}
}Automatic Derivation of Memoryless Policies and Finite-State Controllers Using Classical Planners
Blai Bonet, Hector Palacios and Hector Geffner.
Proc. 19th Int. Conf. on Automated Planning and Scheduling (ICAPS). Thessaloniki, Greece. 2009. Pages 34-41.
@inproceedings{bonet2009automatic,
author = {Blai Bonet and Hector Palacios and Hector Geffner},
title = {Automatic Derivation of Memoryless Policies and {Finite-State} Controllers Using Classical Planners},
booktitle = {Proceedings of the 19th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {34--41},
year = {2009},
address = {Thessaloniki, Greece}
}Deterministic POMDPs Revisited
Blai Bonet.
Proc. 25th Conf. on Uncertainty in Artificial Intelligence (UAI). Montreal, Canada. 2009. Pages 59-66.
@inproceedings{bonet2009deterministic,
author = {Blai Bonet},
title = {Deterministic {POMDPs} Revisited},
booktitle = {Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence (UAI)},
pages = {59--66},
year = {2009},
address = {Montreal, Canada},
eprint = {1205.2659},
archiveprefix = {arXiv}
}Solving POMDPs: RTDP-Bel vs. Point-based Algorithms
Blai Bonet and Hector Geffner.
Proc. 21st Int. Joint Conf. on Artificial Intelligence (IJCAI). Pasadena, California. 2009. AAAI Press. Pages 1641-1646.
@inproceedings{bonet2009solving,
author = {Blai Bonet and Hector Geffner},
title = {Solving {POMDPs}: {RTDP-Bel} vs. Point-based Algorithms},
booktitle = {Proceedings of the 21st International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {1641--1646},
year = {2009},
address = {Pasadena, California},
publisher = {AAAI Press}
}Directed Unfolding of Petri Nets
Blai Bonet, Patrik Haslum, Sarah Hickmott and Sylvie Thiébaux.
Transactions on Petri Nets and Other Models of Concurrency I. 2008. Springer LNCS 5100. Pages 172-198.
@article{bonet2008directed,
author = {Blai Bonet and Patrik Haslum and Sarah Hickmott and Sylvie Thi{\'e}baux},
title = {Directed Unfolding of {Petri} Nets},
journal = {Transactions on Petri Nets and Other Models of Concurrency},
volume = {I},
pages = {172--198},
year = {2008},
doi = {10.1007/978-3-540-89287-8_11},
note = {Springer LNCS 5100}
}Heuristics for Planning with Penalties and Rewards Formulated in Logic and Computed through Circuits
Blai Bonet and Hector Geffner.
Artificial Intelligence 172 (2008). Elsevier. Pages 1579-1604.
@article{bonet2008heuristics,
author = {Blai Bonet and Hector Geffner},
title = {Heuristics for Planning with Penalties and Rewards Formulated in Logic and Computed through Circuits},
journal = {Artificial Intelligence},
volume = {172},
pages = {1579--1604},
year = {2008},
publisher = {Elsevier},
doi = {10.1016/j.artint.2008.03.004}
}Efficient Algorithms to Rank and Unrank Permutations in Lexicographic Order
Blai Bonet.
Workshop on Search in Artificial Intelligence and Robotics at AAAI 2008.
Multiple Symmetries in Sliding-Tile Puzzles: First Experiments
Cesar Romero, Julio Castillo, Blai Bonet.
Workshop on Search in Artificial Intelligence and Robotics at AAAI 2008.
@inproceedings{romero2008multiple,
author = {Cesar Romero and Julio Castillo and Blai Bonet},
title = {Multiple Symmetries in {Sliding-Tile} Puzzles: First Experiments},
booktitle = {Workshop on Search in Artificial Intelligence and Robotics at AAAI},
year = {2008}
}Logical Encodings With No Time Indexes for Defining and Computing Admissible Heuristics for Planning
Miquel Ramirez, Blai Bonet and Hector Geffner.
Workshop on Heuristics for Domain-independent Planning: Progress, Ideas, Limitations, Challenges at ICAPS 2007.
@inproceedings{ramirez2007logical,
author = {Miquel Ramirez and Blai Bonet and Hector Geffner},
title = {Logical Encodings With No Time Indexes for Defining and Computing Admissible Heuristics for Planning},
booktitle = {Workshop on Heuristics for Domain-independent Planning: Progress, Ideas, Limitations, Challenges at ICAPS},
year = {2007}
}On the Speed of Convergence of Value Iteration on Stochastic Shortest-Path Problems
Blai Bonet.
Mathematics of Operations Research 32 (2007). INFORMS. Pages 365-373.
@article{bonet2007speed,
author = {Blai Bonet},
title = {On the Speed of Convergence of Value Iteration on Stochastic {Shortest-Path} Problems},
journal = {Mathematics of Operations Research},
volume = {32},
pages = {365--373},
year = {2007},
publisher = {INFORMS}
}Directed Unfolding of Petri Nets
Blai Bonet, Patrik Haslum, Sarah Hickmott and Sylvie Thiébaux.
Workshop on Unfolding and Partial Order Techniques (UFO) in 28th Int. Conf. on Application and Theory of Petri Nets and Other Models of Concurrency. Siedlce, Poland. 2007.
@inproceedings{bonet2007directed,
author = {Blai Bonet and Patrik Haslum and Sarah Hickmott and Sylvie Thi{\'e}baux},
title = {Directed Unfolding of {Petri} Nets},
booktitle = {Workshop on Unfolding and Partial Order Techniques (UFO) in 28th International Conference on Application and Theory of Petri Nets and Other Models of Concurrency},
year = {2007},
address = {Siedlce, Poland}
}External Memory Value Iteration
Stefan Edelkamp, Shahid Jabbar and Blai Bonet.
Proc. 17th Int. Conf. on Automated Planning and Scheduling (ICAPS). Providence, USA. 2007. Pages 128-135.
Also as Technical Report 813, University of Dortmund, April 2007. (pdf)
@inproceedings{edelkamp2007external,
author = {Stefan Edelkamp and Shahid Jabbar and Blai Bonet},
title = {External Memory Value Iteration},
booktitle = {Proceedings of the 17th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {128--135},
year = {2007},
address = {Providence, USA}
}On Canonical Forms of Complete Problems via First-Order Projections
Nerio Borges and Blai Bonet.
Proc. 9th Int. Workshop on Logic and Computational Complexity (LCC). Wroclaw, Poland. 2007.
@inproceedings{borges2007canonical,
author = {Nerio Borges and Blai Bonet},
title = {On Canonical Forms of Complete Problems via {First-Order} Projections},
booktitle = {Proceedings of the 9th International Workshop on Logic and Computational Complexity (LCC)},
year = {2007},
address = {Wroclaw, Poland},
eprint = {0706.3412},
archiveprefix = {arXiv}
}Domain-Independent Construction of Pattern Database Heuristics for Cost-Optimal Planning
Patrik Haslum, Adi Botea, Malte Helmert, Blai Bonet and Sven Koenig.
Proc. 22nd National Conf. on Artificial Intelligence (AAAI). Vancouver, Canada. 2007. AAAI Press. Pages 1007-1012.
@inproceedings{haslum2007domain,
author = {Patrik Haslum and Adi Botea and Malte Helmert and Blai Bonet and Sven Koenig},
title = {{Domain-Independent} Construction of Pattern Database Heuristics for {Cost-Optimal} Planning},
booktitle = {Proceedings of the 22nd National Conference on Artificial Intelligence (AAAI)},
pages = {1007--1012},
year = {2007},
address = {Vancouver, Canada},
publisher = {AAAI Press}
}Compilation of Query-Rewriting Problems into Tractable Fragments of Propositional Logic
Yolife Arvelo, Blai Bonet and Maria Esther Vidal.
Proc. 21st National Conf. on Artificial Intelligence (AAAI). Boston, MA. 2006. AAAI Press. Pages 225-230.
@inproceedings{arvelo2006compilation,
author = {Yolife Arvelo and Blai Bonet and Maria Esther Vidal},
title = {Compilation of {Query-Rewriting} Problems into Tractable Fragments of Propositional Logic},
booktitle = {Proceedings of the 21st National Conference on Artificial Intelligence (AAAI)},
pages = {225--230},
year = {2006},
address = {Boston, MA},
publisher = {AAAI Press}
}Heuristics for Planning with Penalties and Rewards using Compiled Knowledge
Blai Bonet and Hector Geffner.
Proc. 10th Int. Conf. on Principles of Knowledge Representation and Reasoning (KR). Cumbria, UK. 2006. AAAI Press. Pages 452-462.
@inproceedings{bonet2006heuristics,
author = {Blai Bonet and Hector Geffner},
title = {Heuristics for Planning with Penalties and Rewards using Compiled Knowledge},
booktitle = {Proceedings of the 10th International Conference on Principles of Knowledge Representation and Reasoning (KR)},
pages = {452--462},
year = {2006},
address = {Cumbria, UK},
publisher = {AAAI Press}
}Learning Depth-First Search: A Unified Approach to Heuristic Search in Deterministic and Non-Deterministic Settings, and its application to MDPs
Blai Bonet and Hector Geffner.
Proc. 16th Int. Conf. on Automated Planning and Scheduling (ICAPS). Cumbria, UK. 2006. AAAI Press. Pages 142-151.
@inproceedings{bonet2006learning,
author = {Blai Bonet and Hector Geffner},
title = {Learning {Depth-First} Search: A Unified Approach to Heuristic Search in Deterministic and {Non-Deterministic} Settings, and its application to {MDPs}},
booktitle = {Proceedings of the 16th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {142--151},
year = {2006},
address = {Cumbria, UK},
publisher = {AAAI Press}
}Bounded Branching and Modalities in Non-Deterministic Planning
Blai Bonet.
Proc. 16th Int. Conf. on Automated Planning and Scheduling (ICAPS). Cumbria, UK. 2006. AAAI Press. Pages 42-51.
Invited Talk at Symposium AIM-06, Fort Lauderdale, Florida.
@inproceedings{bonet2006bounded,
author = {Blai Bonet},
title = {Bounded Branching and Modalities in {Non-Deterministic} Planning},
booktitle = {Proceedings of the 16th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {42--51},
year = {2006},
address = {Cumbria, UK},
publisher = {AAAI Press}
}mGPT: A Probabilistic Planner Based on Heuristic Search
Blai Bonet and Hector Geffner.
Journal of Artificial Intelligence Research 24 (2005). Pages 933-944.
@article{bonet2005mgpt,
author = {Blai Bonet and Hector Geffner},
title = {{mGPT}: A Probabilistic Planner Based on Heuristic Search},
journal = {Journal of Artificial Intelligence Research},
volume = {24},
pages = {933--944},
year = {2005}
}New Admissible Heuristics for Domain-Independent Planning
Patrik Haslum, Blai Bonet and Hector Geffner.
Proc. 20th National Conf. on Artificial Intelligence (AAAI). Pittsburgh, PA. 2005. AAAI Press. Pages 1163-1168.
@inproceedings{haslum2005new,
author = {Patrik Haslum and Blai Bonet and Hector Geffner},
title = {New Admissible Heuristics for {Domain-Independent} Planning},
booktitle = {Proceedings of the 20th National Conference on Artificial Intelligence (AAAI)},
pages = {1163--1168},
year = {2005},
address = {Pittsburgh, PA},
publisher = {AAAI Press}
}An Algorithm Better than AO*?
Blai Bonet and Hector Geffner.
Proc. 20th National Conf. on Artificial Intelligence (AAAI). Pittsburgh, PA. 2005. AAAI Press. Pages 1343-1348.
Proc. IJCAI-05 Workshop on Planning and Learning in A Priori Unknown or Dynamic Domains. Edinburgh, UK. 2005. Morgan Kaufmann. Pages 83-89.
@inproceedings{bonet2005algorithm,
author = {Blai Bonet and Hector Geffner},
title = {An Algorithm Better than {AO*}?},
booktitle = {Proceedings of the 20th National Conference on Artificial Intelligence (AAAI)},
pages = {1343--1348},
year = {2005},
address = {Pittsburgh, PA},
publisher = {AAAI Press}
}Learning in Depth-First Search: A Unified Approach to Heuristic Search in Deterministic, Non-Deterministic, Probabilistic, and Game Tree Settings
Blai Bonet and Hector Geffner.
Universidad Simon Bolivar. Technical Report 2005. Copyright.
@techreport{bonet2005learning,
author = {Blai Bonet and Hector Geffner},
title = {Learning in {Depth-First} Search: A Unified Approach to Heuristic Search in Deterministic, {Non-Deterministic}, Probabilistic, and Game Tree Settings},
year = {2005},
institution = {Universidad Sim{\'o}n Bol{\'i}var}
}Pruning Conformant Plans by Counting Models on Compiled d-DNNF Representations
Hector Palacios, Blai Bonet, Adnan Darwiche, Hector Geffner.
Proc. 15th Int. Conf. on Automated Planning and Scheduling (ICAPS). Monterey, California. 2005. AAAI Press. Pages 141-150.
@inproceedings{palacios2005pruning,
author = {Hector Palacios and Blai Bonet and Adnan Darwiche and Hector Geffner},
title = {Pruning Conformant Plans by Counting Models on Compiled {d-DNNF} Representations},
booktitle = {Proceedings of the 15th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {141--150},
year = {2005},
address = {Monterey, California},
publisher = {AAAI Press}
}mGPT: A Probabilistic Planner based on Heuristic Search
Blai Bonet and Hector Geffner.
1st International Probabilistic-Planning Competition in 14th Int. Conf. on Automated Planning and Scheduling (ICAPS). Banff, Canada. 2004.
@inproceedings{bonet2004mgpt,
author = {Blai Bonet and Hector Geffner},
title = {{mGPT}: A Probabilistic Planner based on Heuristic Search},
booktitle = {1st International Probabilistic-Planning Competition in 14th International Conference on Automated Planning and Scheduling (ICAPS)},
year = {2004},
address = {Banff, Canada}
}Faster Heuristic Search Algorithms for Planning with Uncertainty and Full Feedback
Blai Bonet and Hector Geffner.
Proc. 18th Int. Joint Conf. on Artificial Intelligence (IJCAI). Acapulco, Mexico. 2003. Morgan Kaufmann. Pages 1233-1238.
@inproceedings{bonet2003faster,
author = {Blai Bonet and Hector Geffner},
title = {Faster Heuristic Search Algorithms for Planning with Uncertainty and Full Feedback},
booktitle = {Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {1233--1238},
year = {2003},
address = {Acapulco, Mexico},
publisher = {Morgan Kaufmann}
}Labeled RTDP: Improving the Convergence of Real-Time Dynamic Programming
Blai Bonet and Hector Geffner.
Proc. 13th Int. Conf. on Automated Planning and Scheduling (ICAPS). Trento, Italy. 2003. AAAI Press. Pages 12-21.
@inproceedings{bonet2003labeled,
author = {Blai Bonet and Hector Geffner},
title = {Labeled {RTDP}: Improving the Convergence of {Real-Time} Dynamic Programming},
booktitle = {Proceedings of the 13th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {12--21},
year = {2003},
address = {Trento, Italy},
publisher = {AAAI Press}
}GPT meets PSR
Blai Bonet and Sylvie Thiébaux.
Proc. 13th Int. Conf. on Automated Planning and Scheduling (ICAPS). Trento, Italy. 2003. AAAI Press. Pages 102-111.
@inproceedings{bonet2003gpt,
author = {Blai Bonet and Sylvie Thi{\'e}baux},
title = {{GPT} meets {PSR}},
booktitle = {Proceedings of the 13th International Conference on Automated Planning and Scheduling (ICAPS)},
pages = {102--111},
year = {2003},
address = {Trento, Italy},
publisher = {AAAI Press}
}Qualitative MDPs and POMDPs: An Order-Of-Magnitude Approach
Blai Bonet and Judea Pearl.
Proc. 18th Conf. on Uncertainty in Artificial Intelligence (UAI). Edmonton, Canada. 2002. Morgan Kaufmann. Pages 61-68.
@inproceedings{bonet2002qualitative,
author = {Blai Bonet and Judea Pearl},
title = {Qualitative {MDPs} and {POMDPs}: An {Order-Of-Magnitude} Approach},
booktitle = {Proceedings of the 18th Conference on Uncertainty in Artificial Intelligence (UAI)},
pages = {61--68},
year = {2002},
address = {Edmonton, Canada},
publisher = {Morgan Kaufmann},
eprint = {1301.0557},
archiveprefix = {arXiv}
}Solving Stochastic Shortest-Path Problems with RTDP
Blai Bonet and Hector Geffner.
Universidad Simon Bolivar. Technical Report 2002. Copyright.
@techreport{bonet2002solving,
author = {Blai Bonet and Hector Geffner},
title = {Solving Stochastic {Shortest-Path} Problems with {RTDP}},
year = {2002},
institution = {Universidad Sim{\'o}n Bol{\'i}var}
}An epsilon-Optimal Grid-Based Algorithm for Partially Observable Markov Decision Processes
Blai Bonet.
Proc. 19th Int. Conf. on Machine Learning (ICML). Sydney, Australia. 2002. Morgan Kaufmann. Pages 51-58.
@inproceedings{bonet2002epsilon,
author = {Blai Bonet},
title = {An {$\epsilon$-Optimal} {Grid-Based} Algorithm for Partially Observable {Markov} Decision Processes},
booktitle = {Proceedings of the 19th International Conference on Machine Learning (ICML)},
pages = {51--58},
year = {2002},
address = {Sydney, Australia},
publisher = {Morgan Kaufmann}
}Instrumentality Tests Revisited
Blai Bonet.
Proc. 17th Conf. on Uncertainty in Artificial Intelligence (UAI). Seattle, WA. 2001. Morgan Kaufmann. Pages 48-55.
@inproceedings{bonet2001instrumentality,
author = {Blai Bonet},
title = {Instrumentality Tests Revisited},
booktitle = {Proceedings of the 17th Conference on Uncertainty in Artificial Intelligence (UAI)},
pages = {48--55},
year = {2001},
address = {Seattle, WA},
publisher = {Morgan Kaufmann},
eprint = {1301.2258},
archiveprefix = {arXiv}
}A Calculus for Causal Relevance
Blai Bonet.
Proc. 17th Conf. on Uncertainty in Artificial Intelligence (UAI). Seattle, WA. 2001. Morgan Kaufmann. Pages 40-47.
@inproceedings{bonet2001calculus,
author = {Blai Bonet},
title = {A Calculus for Causal Relevance},
booktitle = {Proceedings of the 17th Conference on Uncertainty in Artificial Intelligence (UAI)},
pages = {40--47},
year = {2001},
address = {Seattle, WA},
publisher = {Morgan Kaufmann},
eprint = {1301.2257},
archiveprefix = {arXiv}
}GPT: A Tool for Planning with Uncertainty and Partial Information
Blai Bonet and Hector Geffner.
Workshop on Planning with Uncertainty and Partial Information, Int. Joint Conf. on Artificial Intelligence (IJCAI). Seattle, WA. 2001. Pages 82-87.
@inproceedings{bonet2001gpt,
author = {Blai Bonet and Hector Geffner},
title = {{GPT}: A Tool for Planning with Uncertainty and Partial Information},
booktitle = {Workshop on Planning with Uncertainty and Partial Information, International Joint Conference on Artificial Intelligence (IJCAI)},
pages = {82--87},
year = {2001},
address = {Seattle, WA}
}Heuristic Search Planner Ver. 2.0
Blai Bonet and Hector Geffner.
AI Magazine. Fall 2001. Pages 77-80.
@article{bonet2001heuristic,
author = {Blai Bonet and Hector Geffner},
title = {Heuristic Search Planner Ver. {2.0}},
journal = {AI Magazine},
volume = {22},
number = {3},
pages = {77--80},
year = {2001}
}Planning As Heuristic Search
Blai Bonet and Hector Geffner.
Artificial Intelligence 129 (2001). Elsevier. Pages 5-33.
@article{bonet2001planning,
author = {Blai Bonet and Hector Geffner},
title = {Planning As Heuristic Search},
journal = {Artificial Intelligence},
volume = {129},
pages = {5--33},
year = {2001},
publisher = {Elsevier}
}Planning and Control in Artificial Intelligence: A Unifying Perspective
Blai Bonet and Hector Geffner.
Applied Intelligence 14 (2001). Kluwer. Pages 237-252.
@article{bonet2001planninga,
author = {Blai Bonet and Hector Geffner},
title = {Planning and Control in Artificial Intelligence: A Unifying Perspective},
journal = {Applied Intelligence},
volume = {14},
pages = {237--252},
year = {2001},
publisher = {Kluwer}
}Planning with Incomplete Information as Heuristic Search in Belief Space
Blai Bonet and Hector Geffner.
Proc. 5th Int. Conf. on AI Planning and Scheduling (AIPS). Breckenridge, CO. 2000. AAAI Press. Pages 52-61.
@inproceedings{bonet2000planning,
author = {Blai Bonet and Hector Geffner},
title = {Planning with Incomplete Information as Heuristic Search in Belief Space},
booktitle = {Proceedings of the 5th International Conference on AI Planning and Scheduling (AIPS)},
pages = {52--61},
year = {2000},
address = {Breckenridge, CO},
publisher = {AAAI Press}
}The AIPS-98 Planning Competition
D. Long, H. Kautz, B. Selman, B. Bonet, H. Geffner, J. Koehler, M. Brenner, J. Hoffmann, F. Rittinger, C. Anderson, D. Weld, D. Smith and M. Fox.
AI Magazine 21(2): 13-33, 2000.
@article{long2000aips,
author = {D. Long and H. Kautz and B. Selman and B. Bonet and H. Geffner and J. Koehler and M. Brenner and J. Hoffmann and F. Rittinger and C. Anderson and D. Weld and D. Smith and M. Fox},
title = {The {AIPS-98} Planning Competition},
journal = {AI Magazine},
volume = {21},
number = {2},
pages = {13--33},
year = {2000}
}Planning as Heuristic Search: New Results
Blai Bonet and Hector Geffner.
Proc. 5th European Conf. on Planning (ECP). Durham, UK. 1999. Springer LNCS 1809. Pages 359-371.
@inproceedings{bonet1999planning,
author = {Blai Bonet and Hector Geffner},
title = {Planning as Heuristic Search: New Results},
booktitle = {Proceedings of the 5th European Conference on Planning (ECP)},
volume = {1809},
series = {Lecture Notes in Computer Science},
pages = {359--371},
year = {1999},
address = {Durham, UK},
publisher = {Springer}
}HSP: Heuristic Search Planner
Blai Bonet and Hector Geffner.
First description of HSP at the AIPS-98 Planning Competition, Pittsburgh 6/98.
@misc{bonet1998hsp,
author = {Blai Bonet and Hector Geffner},
title = {{HSP}: Heuristic Search Planner},
year = {1998},
howpublished = {Planner description, AIPS-98 Planning Competition, Pittsburgh}
}High-Level Planning and Control with Incomplete Information Using POMDPs
Hector Geffner and Blai Bonet.
Proc. Fall AAAI Symposium on Cognitive Robotics, 1998. Orlando, FL.
@inproceedings{geffner1998high,
author = {Hector Geffner and Blai Bonet},
title = {{High-Level} Planning and Control with Incomplete Information Using {POMDPs}},
booktitle = {Proceedings of the Fall AAAI Symposium on Cognitive Robotics},
year = {1998},
address = {Orlando, FL}
}Solving Large POMDPs by Real Time Dynamic Programming
Hector Geffner and Blai Bonet.
Proc. Fall AAAI Symposium on POMDPS. 1998. Orlando, FL.
@inproceedings{geffner1998solving,
author = {Hector Geffner and Blai Bonet},
title = {Solving Large {POMDPs} by Real Time Dynamic Programming},
booktitle = {Proceedings of the Fall AAAI Symposium on POMDPS},
year = {1998},
address = {Orlando, FL}
}Learning Sorting and Decision Trees with POMDPs
Blai Bonet and Hector Geffner.
Proc. 15th Int. Conf. on Machine Learning (ICML). Madison, WI. 1998. Morgan Kaufmann. Pages 73-81.
@inproceedings{bonet1998learning,
author = {Blai Bonet and Hector Geffner},
title = {Learning Sorting and Decision Trees with {POMDPs}},
booktitle = {Proceedings of the 15th International Conference on Machine Learning (ICML)},
pages = {73--81},
year = {1998},
address = {Madison, WI},
publisher = {Morgan Kaufmann}
}A Fast and Robust Action Selection Mechanism for Planning
Blai Bonet, Gábor Loerincs, and Hector Geffner.
Proc. 14th National Conf. on Artificial Intelligence (AAAI). Providence, RI. 1997. AAAI Press. Pages 714-719.
@inproceedings{bonet1997fast,
author = {Blai Bonet and G{\'a}bor Loerincs and Hector Geffner},
title = {A Fast and Robust Action Selection Mechanism for Planning},
booktitle = {Proceedings of the 14th National Conference on Artificial Intelligence (AAAI)},
pages = {714--719},
year = {1997},
address = {Providence, RI},
publisher = {AAAI Press}
}Arguing for Decisions: A Qualitative Model of Decision Making
Blai Bonet and Hector Geffner.
Proc. 12th Conf. on Uncertainty in Artificial Intelligence (UAI). Portland, OR. 1996. Morgan Kaufmann. Pages 98-105.
@inproceedings{bonet1996arguing,
author = {Blai Bonet and Hector Geffner},
title = {Arguing for Decisions: A Qualitative Model of Decision Making},
booktitle = {Proceedings of the 12th Conference on Uncertainty in Artificial Intelligence (UAI)},
pages = {98--105},
year = {1996},
address = {Portland, OR},
publisher = {Morgan Kaufmann},
eprint = {1302.3560},
archiveprefix = {arXiv}
}Causal Reasoning with Domain Constraints
Blai Bonet and Hector Geffner.
Proc. XXI Conf. Latinoamericana de Informatica. Canela, Brasil. 1995. Pages 767-778.
@inproceedings{bonet1995causal,
author = {Blai Bonet and Hector Geffner},
title = {Causal Reasoning with Domain Constraints},
booktitle = {Proceedings of the XXI Conference Latinoamericana de Informatica},
pages = {767--778},
year = {1995},
address = {Canela, Brasil}
}Courses taught at Universidad Simón Bolívar. Terms are USB trimesters: F fall, W winter, S spring, followed by the year.
| Code | Course | Terms |
|---|---|---|
| Graduate | ||
| CI7431 | Knowledge Representation | W05 S09 F06 |
| CI7541 | Theory of Computation | W04–11 |
| CI7621 | Analysis of Algorithms | F10 F12–14 W15 |
| Undergraduate | ||
| CI5437 | Introduction to Artificial Intelligence (I and II) | S05–08 F05 F12 W14 S14 S15 F16 W18 F19 |
| CI3725 | Automata Theory | F03–04 W04 S07 W20 |
| CI2612 | Algorithms and Data Structures II | F15 W16 S16 W17 S17 F17 S18 |
| CI2613 | Algorithms and Data Structures III (graph algorithms) | F14 W15 |
| CI2692 | Laboratory, Algorithms II | F17 |
| CI2693 | Laboratory, Algorithms III | S10 |
| CI2525 | Discrete Mathematics I (combinatorics)Formerly CI2523 | S04–05 F05 F07–09 W07–08 W11 W13–14 |
| CI2526 | Discrete Mathematics II (set theory) | S13 |
| CI2511 | Symbolic Logic | F06 |
All my publicly available software, including the planners and solvers from my papers, can be found on github.com/bonetblai.