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Guiding GBFS through Learned Pairwise Rankings.
Hao, M., Trevizan, F., Thiébaux, S., Ferber, P. and Hoffmann, J.
In Proc. of 33rd Int. Joint Conf. on AI (IJCAI).
2024.
[pdf] [bib] [code]
@inproceedings{hao24:ranking,
author = {Hao, M. and Trevizan, F. and Thi{\'e}baux, S. and Ferber, P. and Hoffmann, J.},
title = {{G}uiding {GBFS} through {L}earned {P}airwise {R}ankings},
booktitle = {Proc. of 33rd Int. Joint Conf. on AI (IJCAI)},
year = {2024},
url = {http://felipe.trevizan.org/papers/hao24:ranking.pdf},
}
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Return to Tradition: Learning Reliable Heuristics with Classical Machine Learning.
Chen, D., Trevizan, F. and Thiébaux, S.
In Proc. of 34th Int. Conf. on Automated Planning and Scheduling (ICAPS).
2024.
[pdf] [bib]
@inproceedings{chen24:wlkernel,
author = {Chen, D. and Trevizan, F. and Thi{\'e}baux, S.},
title = {{R}eturn to {T}radition: {L}earning {R}eliable {H}euristics with {C}lassical {M}achine {L}earning},
booktitle = {Proc. of 34th Int. Conf. on Automated Planning and Scheduling (ICAPS)},
year = {2024},
url = {http://felipe.trevizan.org/papers/chen24:wlkernel.pdf},
}
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Learning Domain-Independent Heuristics for Grounded and Lifted Planning.
Chen, D., Thiébaux, S. and Trevizan, F.
In Proc. of 38th AAAI Conference on Artificial Intelligence.
2024.
[pdf] [bib] [code]
@inproceedings{chen24:goose,
author = {Chen, D. and Thi{\'e}baux, S. and Trevizan, F.},
title = {{L}earning {D}omain-{I}ndependent {H}euristics for {G}rounded and {L}ifted {P}lanning},
booktitle = {Proc. of 38th AAAI Conference on Artificial Intelligence},
year = {2024},
url = {http://felipe.trevizan.org/papers/chen24:goose.pdf},
}
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Efficient Constraint Generation for Stochastic Shortest Path Problems.
Schmalz, J. and Trevizan, F.
In Proc. of 38th AAAI Conference on Artificial Intelligence.
2024.
[pdf] [bib] [code]
@inproceedings{schmalz24:cgilao,
author = {Schmalz, J. and Trevizan, F.},
title = {{E}fficient {C}onstraint {G}eneration for {S}tochastic {S}hortest {P}ath {P}roblems},
booktitle = {Proc. of 38th AAAI Conference on Artificial Intelligence},
year = {2024},
url = {http://felipe.trevizan.org/papers/schmalz24:cgilao.pdf},
}
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Heuristic Search for Multi-Objective Probabilistic Planning.
Chen, D., Trevizan, F. and Thiébaux, S.
In Proc. of 37th AAAI Conference on Artificial Intelligence.
2023.
[pdf] [bib] [code]
@inproceedings{chen23:mossp,
author = {Chen, D. and Trevizan, F. and Thi{\'e}baux, S.},
title = {{H}euristic {S}earch for {M}ulti-{O}bjective {P}robabilistic {P}lanning},
booktitle = {Proc. of 37th AAAI Conference on Artificial Intelligence},
year = {2023},
url = {http://felipe.trevizan.org/papers/chen23:mossp.pdf},
}
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Domain-Independent Planning Heuristics with Hypergraph Networks.
Shen, W., Trevizan, F. and Thiébaux, S.
In Proc. of 30th Int. Conf. on Automated Planning and Scheduling (ICAPS).
2020.
[pdf] [bib] [code]
@inproceedings{shen20:stripshgn,
author = {Shen, W. and Trevizan, F. and Thi{\'e}baux, S.},
title = {{D}omain-{I}ndependent {P}lanning {H}euristics with {H}ypergraph {N}etworks},
booktitle = {Proc. of 30th Int. Conf. on Automated Planning and Scheduling (ICAPS)},
year = {2020},
url = {http://felipe.trevizan.org/papers/shen20:stripshgn.pdf},
}
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ASNets: Deep Learning for Generalised Planning.
Toyer, S., Thiébaux, S., Trevizan, F. and Xie, L.
In Journal of Artificial Intelligence.
2020.
[pdf] [bib] [code]
@article{toyer20:asnetJair,
author = {Toyer, S. and Thi{\'e}baux, S. and Trevizan, F. and Xie, L.},
title = {{ASN}ets: {D}eep {L}earning for {G}eneralised {P}lanning},
journal = {Journal of Artificial Intelligence},
volume = {68},
pages = {1--68},
year = {2020},
url = {http://felipe.trevizan.org/papers/toyer20:asnetJair.pdf},
}
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Occupation Measure Heuristics for Probabilistic Planning.
Trevizan, F., Thiébaux, S. and Haslum, P.
In Proc. of 27th Int. Conf. on Automated Planning and Scheduling (ICAPS).
2017.
(Best Paper Award) [pdf] [bib]
@inproceedings{trevizan17:hpom,
author = {Trevizan, F. and Thi{\'e}baux, S. and Haslum, P.},
title = {{O}ccupation {M}easure {H}euristics for {P}robabilistic {P}lanning},
booktitle = {Proc. of 27th Int. Conf. on Automated Planning and Scheduling (ICAPS)},
year = {2017},
url = {http://felipe.trevizan.org/papers/trevizan17:hpom.pdf},
}
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Heuristic Search in Dual Space for Constrained Stochastic Shortest Path Problems.
Trevizan, F., Thiébaux, S., Santana, P. and Williams, B.
In Proc. of 26th Int. Conf. on Automated Planning and Scheduling (ICAPS).
2016.
(Best Paper Award) [pdf] [bib]
@inproceedings{trevizan16:idual,
author = {Trevizan, F. and Thi{\'e}baux, S. and Santana, P. and Williams, B.},
title = {{H}euristic {S}earch in {D}ual {S}pace for {C}onstrained {S}tochastic {S}hortest {P}ath {P}roblems},
booktitle = {Proc. of 26th Int. Conf. on Automated Planning and Scheduling (ICAPS)},
year = {2016},
url = {http://felipe.trevizan.org/papers/trevizan16:idual.pdf},
}