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ORCIDBibTeX records: Alvaro Sanchez-Gonzalez
@inproceedings{DBLP:conf/iclr/AllenRL0SBP23,
author = {Kelsey R. Allen and
Yulia Rubanova and
Tatiana Lopez{-}Guevara and
William Whitney and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Tobias Pfaff},
title = {Learning rigid dynamics with face interaction graph networks},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=J7Uh781A05p},
timestamp = {Fri, 30 Jun 2023 14:38:38 +0200},
biburl = {https://dblp.org/rec/conf/iclr/AllenRL0SBP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZaidiSMKTSBPG23,
author = {Sheheryar Zaidi and
Michael Schaarschmidt and
James Martens and
Hyunjik Kim and
Yee Whye Teh and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Razvan Pascanu and
Jonathan Godwin},
title = {Pre-training via Denoising for Molecular Property Prediction},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=tYIMtogyee},
timestamp = {Fri, 30 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ZaidiSMKTSBPG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-15560,
author = {Stephan Rasp and
Stephan Hoyer and
Alexander Merose and
Ian Langmore and
Peter W. Battaglia and
Tyler Russell and
Alvaro Sanchez{-}Gonzalez and
Vivian Yang and
Rob Carver and
Shreya Agrawal and
Matthew Chantry and
Zied Ben Bouallegue and
Peter Dueben and
Carla Bromberg and
Jared Sisk and
Luke Barrington and
Aaron Bell and
Fei Sha},
title = {WeatherBench 2: {A} benchmark for the next generation of data-driven
global weather models},
journal = {CoRR},
volume = {abs/2308.15560},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.15560},
doi = {10.48550/ARXIV.2308.15560},
eprinttype = {arXiv},
eprint = {2308.15560},
timestamp = {Fri, 01 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-15560.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-07222,
author = {Dmitrii Kochkov and
Janni Yuval and
Ian Langmore and
Peter Norgaard and
Jamie A. Smith and
Griffin Mooers and
James Lottes and
Stephan Rasp and
Peter D. D{\"{u}}ben and
Milan Kl{\"{o}}wer and
Sam Hatfield and
Peter W. Battaglia and
Alvaro Sanchez{-}Gonzalez and
Matthew Willson and
Michael P. Brenner and
Stephan Hoyer},
title = {Neural General Circulation Models},
journal = {CoRR},
volume = {abs/2311.07222},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.07222},
doi = {10.48550/ARXIV.2311.07222},
eprinttype = {arXiv},
eprint = {2311.07222},
timestamp = {Fri, 17 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-07222.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-15796,
author = {Ilan Price and
Alvaro Sanchez{-}Gonzalez and
Ferran Alet and
Timo Ewalds and
Andrew El{-}Kadi and
Jacklynn Stott and
Shakir Mohamed and
Peter W. Battaglia and
R{\'{e}}mi Lam and
Matthew Willson},
title = {GenCast: Diffusion-based ensemble forecasting for medium-range weather},
journal = {CoRR},
volume = {abs/2312.15796},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.15796},
doi = {10.48550/ARXIV.2312.15796},
eprinttype = {arXiv},
eprint = {2312.15796},
timestamp = {Tue, 16 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-15796.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/corl/AllenLRSSBP22,
author = {Kelsey R. Allen and
Tatiana Lopez{-}Guevara and
Yulia Rubanova and
Kimberly L. Stachenfeld and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Tobias Pfaff},
editor = {Karen Liu and
Dana Kulic and
Jeffrey Ichnowski},
title = {Graph network simulators can learn discontinuous, rigid contact dynamics},
booktitle = {Conference on Robot Learning, CoRL 2022, 14-18 December 2022, Auckland,
New Zealand},
series = {Proceedings of Machine Learning Research},
volume = {205},
pages = {1157--1167},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v205/allen23a.html},
timestamp = {Thu, 04 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/corl/AllenLRSSBP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/GodwinSGSRVKB22,
author = {Jonathan Godwin and
Michael Schaarschmidt and
Alexander L. Gaunt and
Alvaro Sanchez{-}Gonzalez and
Yulia Rubanova and
Petar Velickovic and
James Kirkpatrick and
Peter W. Battaglia},
title = {Simple {GNN} Regularisation for 3D Molecular Property Prediction and
Beyond},
booktitle = {The Tenth International Conference on Learning Representations, {ICLR}
2022, Virtual Event, April 25-29, 2022},
publisher = {OpenReview.net},
year = {2022},
url = {https://openreview.net/forum?id=1wVvweK3oIb},
timestamp = {Sat, 20 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/GodwinSGSRVKB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/StachenfeldFKCP22,
author = {Kimberly L. Stachenfeld and
Drummond Buschman Fielding and
Dmitrii Kochkov and
Miles D. Cranmer and
Tobias Pfaff and
Jonathan Godwin and
Can Cui and
Shirley Ho and
Peter W. Battaglia and
Alvaro Sanchez{-}Gonzalez},
title = {Learned Simulators for Turbulence},
booktitle = {The Tenth International Conference on Learning Representations, {ICLR}
2022, Virtual Event, April 25-29, 2022},
publisher = {OpenReview.net},
year = {2022},
url = {https://openreview.net/forum?id=msRBojTz-Nh},
timestamp = {Thu, 04 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/StachenfeldFKCP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RubanovaSPB22,
author = {Yulia Rubanova and
Alvaro Sanchez{-}Gonzalez and
Tobias Pfaff and
Peter W. Battaglia},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Constraint-based graph network simulator},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {18844--18870},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/rubanova22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/RubanovaSPB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AllenLSSBHP22,
author = {Kelsey R. Allen and
Tatiana Lopez{-}Guevara and
Kimberly L. Stachenfeld and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Jessica B. Hamrick and
Tobias Pfaff},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Inverse Design for Fluid-Structure Interactions using Graph Network
Simulators},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/59593615e358d52295578e0d8e94ec4a-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AllenLSSBHP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-00728,
author = {Kelsey R. Allen and
Tatiana Lopez{-}Guevara and
Kimberly L. Stachenfeld and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Jessica B. Hamrick and
Tobias Pfaff},
title = {Physical Design using Differentiable Learned Simulators},
journal = {CoRR},
volume = {abs/2202.00728},
year = {2022},
url = {https://arxiv.org/abs/2202.00728},
eprinttype = {arXiv},
eprint = {2202.00728},
timestamp = {Wed, 09 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-00728.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-00133,
author = {Sheheryar Zaidi and
Michael Schaarschmidt and
James Martens and
Hyunjik Kim and
Yee Whye Teh and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Razvan Pascanu and
Jonathan Godwin},
title = {Pre-training via Denoising for Molecular Property Prediction},
journal = {CoRR},
volume = {abs/2206.00133},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.00133},
doi = {10.48550/ARXIV.2206.00133},
eprinttype = {arXiv},
eprint = {2206.00133},
timestamp = {Mon, 13 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-00133.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-03522,
author = {Oleksandr Ferludin and
Arno Eigenwillig and
Martin Blais and
Dustin Zelle and
Jan Pfeifer and
Alvaro Sanchez{-}Gonzalez and
Wai Lok Sibon Li and
Sami Abu{-}El{-}Haija and
Peter W. Battaglia and
Neslihan Bulut and
Jonathan Halcrow and
Filipe Miguel Gon{\c{c}}alves de Almeida and
Silvio Lattanzi and
Andr{\'{e}} Linhares and
Brandon A. Mayer and
Vahab S. Mirrokni and
John Palowitch and
Mihir Paradkar and
Jennifer She and
Anton Tsitsulin and
Kevin Villela and
Lisa Wang and
David Wong and
Bryan Perozzi},
title = {{TF-GNN:} Graph Neural Networks in TensorFlow},
journal = {CoRR},
volume = {abs/2207.03522},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.03522},
doi = {10.48550/ARXIV.2207.03522},
eprinttype = {arXiv},
eprint = {2207.03522},
timestamp = {Fri, 11 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-03522.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-03574,
author = {Kelsey R. Allen and
Yulia Rubanova and
Tatiana Lopez{-}Guevara and
William Whitney and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Tobias Pfaff},
title = {Learning rigid dynamics with face interaction graph networks},
journal = {CoRR},
volume = {abs/2212.03574},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.03574},
doi = {10.48550/ARXIV.2212.03574},
eprinttype = {arXiv},
eprint = {2212.03574},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-03574.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-12794,
author = {R{\'{e}}mi Lam and
Alvaro Sanchez{-}Gonzalez and
Matthew Willson and
Peter Wirnsberger and
Meire Fortunato and
Alexander Pritzel and
Suman V. Ravuri and
Timo Ewalds and
Ferran Alet and
Zach Eaton{-}Rosen and
Weihua Hu and
Alexander Merose and
Stephan Hoyer and
George Holland and
Jacklynn Stott and
Oriol Vinyals and
Shakir Mohamed and
Peter W. Battaglia},
title = {GraphCast: Learning skillful medium-range global weather forecasting},
journal = {CoRR},
volume = {abs/2212.12794},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.12794},
doi = {10.48550/ARXIV.2212.12794},
eprinttype = {arXiv},
eprint = {2212.12794},
timestamp = {Wed, 04 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-12794.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/Derrow-PinionSW21,
author = {Austin Derrow{-}Pinion and
Jennifer She and
David Wong and
Oliver Lange and
Todd Hester and
Luis Perez and
Marc Nunkesser and
Seongjae Lee and
Xueying Guo and
Brett Wiltshire and
Peter W. Battaglia and
Vishal Gupta and
Ang Li and
Zhongwen Xu and
Alvaro Sanchez{-}Gonzalez and
Yujia Li and
Petar Velickovic},
editor = {Gianluca Demartini and
Guido Zuccon and
J. Shane Culpepper and
Zi Huang and
Hanghang Tong},
title = {{ETA} Prediction with Graph Neural Networks in Google Maps},
booktitle = {{CIKM} '21: The 30th {ACM} International Conference on Information
and Knowledge Management, Virtual Event, Queensland, Australia, November
1 - 5, 2021},
pages = {3767--3776},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3459637.3481916},
doi = {10.1145/3459637.3481916},
timestamp = {Sat, 02 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cikm/Derrow-PinionSW21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/PfaffFSB21,
author = {Tobias Pfaff and
Meire Fortunato and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia},
title = {Learning Mesh-Based Simulation with Graph Networks},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=roNqYL0\_XP},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/PfaffFSB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-07971,
author = {Jonathan Godwin and
Michael Schaarschmidt and
Alexander L. Gaunt and
Alvaro Sanchez{-}Gonzalez and
Yulia Rubanova and
Petar Velickovic and
James Kirkpatrick and
Peter W. Battaglia},
title = {Very Deep Graph Neural Networks Via Noise Regularisation},
journal = {CoRR},
volume = {abs/2106.07971},
year = {2021},
url = {https://arxiv.org/abs/2106.07971},
eprinttype = {arXiv},
eprint = {2106.07971},
timestamp = {Thu, 18 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-07971.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-09422,
author = {Ravichandra Addanki and
Peter W. Battaglia and
David Budden and
Andreea Deac and
Jonathan Godwin and
Thomas Keck and
Wai Lok Sibon Li and
Alvaro Sanchez{-}Gonzalez and
Jacklynn Stott and
Shantanu Thakoor and
Petar Velickovic},
title = {Large-scale graph representation learning with very deep GNNs and
self-supervision},
journal = {CoRR},
volume = {abs/2107.09422},
year = {2021},
url = {https://arxiv.org/abs/2107.09422},
eprinttype = {arXiv},
eprint = {2107.09422},
timestamp = {Thu, 29 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-09422.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-11482,
author = {Austin Derrow{-}Pinion and
Jennifer She and
David Wong and
Oliver Lange and
Todd Hester and
Luis Perez and
Marc Nunkesser and
Seongjae Lee and
Xueying Guo and
Brett Wiltshire and
Peter W. Battaglia and
Vishal Gupta and
Ang Li and
Zhongwen Xu and
Alvaro Sanchez{-}Gonzalez and
Yujia Li and
Petar Velickovic},
title = {{ETA} Prediction with Graph Neural Networks in Google Maps},
journal = {CoRR},
volume = {abs/2108.11482},
year = {2021},
url = {https://arxiv.org/abs/2108.11482},
eprinttype = {arXiv},
eprint = {2108.11482},
timestamp = {Sat, 02 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-11482.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-06390,
author = {Dmitrii Kochkov and
Tobias Pfaff and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Bryan K. Clark},
title = {Learning ground states of quantum Hamiltonians with graph networks},
journal = {CoRR},
volume = {abs/2110.06390},
year = {2021},
url = {https://arxiv.org/abs/2110.06390},
eprinttype = {arXiv},
eprint = {2110.06390},
timestamp = {Mon, 25 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-06390.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-09161,
author = {Yulia Rubanova and
Alvaro Sanchez{-}Gonzalez and
Tobias Pfaff and
Peter W. Battaglia},
title = {Constraint-based graph network simulator},
journal = {CoRR},
volume = {abs/2112.09161},
year = {2021},
url = {https://arxiv.org/abs/2112.09161},
eprinttype = {arXiv},
eprint = {2112.09161},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-09161.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-15275,
author = {Kimberly L. Stachenfeld and
Drummond B. Fielding and
Dmitrii Kochkov and
Miles D. Cranmer and
Tobias Pfaff and
Jonathan Godwin and
Can Cui and
Shirley Ho and
Peter W. Battaglia and
Alvaro Sanchez{-}Gonzalez},
title = {Learned Coarse Models for Efficient Turbulence Simulation},
journal = {CoRR},
volume = {abs/2112.15275},
year = {2021},
url = {https://arxiv.org/abs/2112.15275},
eprinttype = {arXiv},
eprint = {2112.15275},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-15275.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HamrickBSPWBB20,
author = {Jessica B. Hamrick and
Victor Bapst and
Alvaro Sanchez{-}Gonzalez and
Tobias Pfaff and
Theophane Weber and
Lars Buesing and
Peter W. Battaglia},
title = {Combining Q-Learning and Search with Amortized Value Estimates},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=SkeAaJrKDS},
timestamp = {Thu, 07 May 2020 17:11:47 +0200},
biburl = {https://dblp.org/rec/conf/iclr/HamrickBSPWBB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Sanchez-Gonzalez20,
author = {Alvaro Sanchez{-}Gonzalez and
Jonathan Godwin and
Tobias Pfaff and
Rex Ying and
Jure Leskovec and
Peter W. Battaglia},
title = {Learning to Simulate Complex Physics with Graph Networks},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {8459--8468},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/sanchez-gonzalez20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/Sanchez-Gonzalez20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CranmerSBXCSH20,
author = {Miles D. Cranmer and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Rui Xu and
Kyle Cranmer and
David N. Spergel and
Shirley Ho},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Discovering Symbolic Models from Deep Learning with Inductive Biases},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/c9f2f917078bd2db12f23c3b413d9cba-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/CranmerSBXCSH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-09405,
author = {Alvaro Sanchez{-}Gonzalez and
Jonathan Godwin and
Tobias Pfaff and
Rex Ying and
Jure Leskovec and
Peter W. Battaglia},
title = {Learning to Simulate Complex Physics with Graph Networks},
journal = {CoRR},
volume = {abs/2002.09405},
year = {2020},
url = {https://arxiv.org/abs/2002.09405},
eprinttype = {arXiv},
eprint = {2002.09405},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-09405.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-11287,
author = {Miles D. Cranmer and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia and
Rui Xu and
Kyle Cranmer and
David N. Spergel and
Shirley Ho},
title = {Discovering Symbolic Models from Deep Learning with Inductive Biases},
journal = {CoRR},
volume = {abs/2006.11287},
year = {2020},
url = {https://arxiv.org/abs/2006.11287},
eprinttype = {arXiv},
eprint = {2006.11287},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-11287.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-03409,
author = {Tobias Pfaff and
Meire Fortunato and
Alvaro Sanchez{-}Gonzalez and
Peter W. Battaglia},
title = {Learning Mesh-Based Simulation with Graph Networks},
journal = {CoRR},
volume = {abs/2010.03409},
year = {2020},
url = {https://arxiv.org/abs/2010.03409},
eprinttype = {arXiv},
eprint = {2010.03409},
timestamp = {Tue, 13 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-03409.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BapstSDSKBH19,
author = {Victor Bapst and
Alvaro Sanchez{-}Gonzalez and
Carl Doersch and
Kimberly L. Stachenfeld and
Pushmeet Kohli and
Peter W. Battaglia and
Jessica B. Hamrick},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Structured agents for physical construction},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {464--474},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/bapst19a.html},
timestamp = {Wed, 24 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/BapstSDSKBH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KipfLDZSGKB19,
author = {Thomas Kipf and
Yujia Li and
Hanjun Dai and
Vin{\'{\i}}cius Flores Zambaldi and
Alvaro Sanchez{-}Gonzalez and
Edward Grefenstette and
Pushmeet Kohli and
Peter W. Battaglia},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {CompILE: Compositional Imitation Learning and Execution},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {3418--3428},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/kipf19a.html},
timestamp = {Sat, 02 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/KipfLDZSGKB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-03177,
author = {Victor Bapst and
Alvaro Sanchez{-}Gonzalez and
Carl Doersch and
Kimberly L. Stachenfeld and
Pushmeet Kohli and
Peter W. Battaglia and
Jessica B. Hamrick},
title = {Structured agents for physical construction},
journal = {CoRR},
volume = {abs/1904.03177},
year = {2019},
url = {http://arxiv.org/abs/1904.03177},
eprinttype = {arXiv},
eprint = {1904.03177},
timestamp = {Wed, 24 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-03177.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12790,
author = {Alvaro Sanchez{-}Gonzalez and
Victor Bapst and
Kyle Cranmer and
Peter W. Battaglia},
title = {Hamiltonian Graph Networks with {ODE} Integrators},
journal = {CoRR},
volume = {abs/1909.12790},
year = {2019},
url = {http://arxiv.org/abs/1909.12790},
eprinttype = {arXiv},
eprint = {1909.12790},
timestamp = {Wed, 02 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-12790.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-14361,
author = {Victor Bapst and
Alvaro Sanchez{-}Gonzalez and
Omar Shams and
Kimberly L. Stachenfeld and
Peter W. Battaglia and
Satinder Singh and
Jessica B. Hamrick},
title = {Object-oriented state editing for {HRL}},
journal = {CoRR},
volume = {abs/1910.14361},
year = {2019},
url = {http://arxiv.org/abs/1910.14361},
eprinttype = {arXiv},
eprint = {1910.14361},
timestamp = {Thu, 21 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-14361.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-02807,
author = {Jessica B. Hamrick and
Victor Bapst and
Alvaro Sanchez{-}Gonzalez and
Tobias Pfaff and
Theophane Weber and
Lars Buesing and
Peter W. Battaglia},
title = {Combining Q-Learning and Search with Amortized Value Estimates},
journal = {CoRR},
volume = {abs/1912.02807},
year = {2019},
url = {http://arxiv.org/abs/1912.02807},
eprinttype = {arXiv},
eprint = {1912.02807},
timestamp = {Thu, 02 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-02807.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Sanchez-Gonzalez18,
author = {Alvaro Sanchez{-}Gonzalez and
Nicolas Heess and
Jost Tobias Springenberg and
Josh Merel and
Martin A. Riedmiller and
Raia Hadsell and
Peter W. Battaglia},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Graph Networks as Learnable Physics Engines for Inference and Control},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {4467--4476},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/sanchez-gonzalez18a.html},
timestamp = {Wed, 24 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/Sanchez-Gonzalez18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01242,
author = {Alvaro Sanchez{-}Gonzalez and
Nicolas Heess and
Jost Tobias Springenberg and
Josh Merel and
Martin A. Riedmiller and
Raia Hadsell and
Peter W. Battaglia},
title = {Graph networks as learnable physics engines for inference and control},
journal = {CoRR},
volume = {abs/1806.01242},
year = {2018},
url = {http://arxiv.org/abs/1806.01242},
eprinttype = {arXiv},
eprint = {1806.01242},
timestamp = {Wed, 24 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-01242.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01261,
author = {Peter W. Battaglia and
Jessica B. Hamrick and
Victor Bapst and
Alvaro Sanchez{-}Gonzalez and
Vin{\'{\i}}cius Flores Zambaldi and
Mateusz Malinowski and
Andrea Tacchetti and
David Raposo and
Adam Santoro and
Ryan Faulkner and
{\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
H. Francis Song and
Andrew J. Ballard and
Justin Gilmer and
George E. Dahl and
Ashish Vaswani and
Kelsey R. Allen and
Charles Nash and
Victoria Langston and
Chris Dyer and
Nicolas Heess and
Daan Wierstra and
Pushmeet Kohli and
Matthew M. Botvinick and
Oriol Vinyals and
Yujia Li and
Razvan Pascanu},
title = {Relational inductive biases, deep learning, and graph networks},
journal = {CoRR},
volume = {abs/1806.01261},
year = {2018},
url = {http://arxiv.org/abs/1806.01261},
eprinttype = {arXiv},
eprint = {1806.01261},
timestamp = {Sat, 02 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-01261.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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