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FELIPE W. TREVIZAN

Senior Lecturer, School of Computing, ANU
Email: felipe@trevizan.org
felipe.trevizan@anu.edu.au Office: Building 145, office 3.20
Australian National University Campus
Canberra ACT 2601, Australia

I am a Senior Lecturer at the Australian National University. My research
interests lie at the intersection of Artificial Intelligence, Operations
Research and Machine Learning including automated planning and scheduling,
planning under uncertainty, heuristic search, and machine learning.


SELECTED PUBLICATIONS (FULL LIST HERE)

 * 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}, }
 * 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}, }
 * 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}, }
 * 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}, }
 * 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}, }
 * 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}, }
 * 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}, }
 * 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}, }
 * 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}, }
   


TEACHING

 * Structured Programming (COMP1110/6710):
   * 2024 course site
 * Optimization (COMP4691/8691):
   * 2023 course site
 * Artificial Intelligence (COMP3620/6320):
   * 2022 wattle website
   * 2021 wattle website
   * 2020 wattle website
   * 2019 wattle website

 * News and Highlights
 * * GOOSE: First domain-independent method for learning heuristics based on
     lifted representations (AAAI'24).
   * CG-iLAO*: New planner for SSPs based on constraint generation (AAAI'24).
   * I was one of the organizers of GenPlan23 at NeurIPS.
   * First heuristic search algorithms for Multi-Objective Stochastic Planning
     (AAAI'23).
   * New admissible heuristics for Multi-Objective Deterministic Planning
     (ICAPS'22).
   * I gave an Early Career Researcher Spotlight talk at the IJCAI-20.
   * STRIPS-HGN: First algorithm capable of learning domain-independent
     heuristics from scratch (ICAPS'20).
   * ASNets: Learning generalized policies using neural nets (JAIR)
   * h-pom, h-roc, and i2-dual won the best paper award at ICAPS'17!
   * i-dual won the best paper award at ICAPS'16!