Physics-informed machine learning: case studies for weather and climate modelling K Kashinath, M Mustafa, A Albert, JL Wu, C Jiang, S Esmaeilzadeh, ...
Philosophical Transactions of the Royal Society A 379 (2194), 20200093, 2021
348 2021 Helix-packing motifs in membrane proteins RFS Walters, WF Degrado
Proceedings of the National Academy of Sciences 103 (37), 13658-13663, 2006
348 2006 Computational design of peptides that target transmembrane helices H Yin, JS Slusky, BW Berger, RS Walters, G Vilaire, RI Litvinov, JD Lear, ...
Science 315 (5820), 1817-1822, 2007
329 2007 Ez, a depth-dependent potential for assessing the energies of insertion of amino acid side-chains into membranes: derivation and applications to determining the orientation of … A Senes, DC Chadi, PB Law, RFS Walters, V Nanda, WF DeGrado
Journal of molecular biology 366 (2), 436-448, 2007
165 2007 Incorporating symmetry into deep dynamics models for improved generalization R Wang, R Walters, R Yu
arXiv preprint arXiv:2002.03061, 2020
149 2020 Automatic symmetry discovery with lie algebra convolutional network N Dehmamy, R Walters, Y Liu, D Wang, R Yu
Advances in Neural Information Processing Systems 34, 2503-2515, 2021
82 2021 -Equivariant Reinforcement LearningD Wang, R Walters, R Platt
arXiv preprint arXiv:2203.04439, 2022
68 2022 The isoperimetric problem on planes with density C Carroll, A Jacob, C Quinn, R Walters
Bulletin of the Australian Mathematical Society 78 (2), 177-197, 2008
59 2008 Approximately equivariant networks for imperfectly symmetric dynamics R Wang, R Walters, R Yu
International Conference on Machine Learning, 23078-23091, 2022
53 2022 Trajectory prediction using equivariant continuous convolution R Walters, J Li, R Yu
arXiv preprint arXiv:2010.11344, 2020
50 2020 Equivariant Learning in Spatial Action Spaces D Wang, R Walters, X Zhu, R Platt
Conference on Robot Learning, 1713-1723, 2022
46 2022 Sample efficient grasp learning using equivariant models X Zhu, D Wang, O Biza, G Su, R Walters, R Platt
arXiv preprint arXiv:2202.09468, 2022
45 2022 Equivariant transporter network H Huang, D Wang, R Walters, R Platt
arXiv preprint arXiv:2202.09400, 2022
37 2022 Improving the generalizability of protein-ligand binding predictions with AI-Bind A Chatterjee, R Walters, Z Shafi, OS Ahmed, M Sebek, D Gysi, R Yu, ...
Nature communications 14 (1), 1989, 2023
35 2023 Learning symmetric embeddings for equivariant world models JY Park, O Biza, L Zhao, JW van de Meent, R Walters
arXiv preprint arXiv:2204.11371, 2022
34 2022 Meta-learning dynamics forecasting using task inference R Wang, R Walters, R Yu
Advances in Neural Information Processing Systems 35, 21640-21653, 2022
25 2022 On-robot learning with equivariant models D Wang, M Jia, X Zhu, R Walters, R Platt
arXiv preprint arXiv:2203.04923, 2022
21 2022 The surprising effectiveness of equivariant models in domains with latent symmetry D Wang, JY Park, N Sortur, LLS Wong, R Walters, R Platt
arXiv preprint arXiv:2211.09231, 2022
18 2022 Topological deep learning: Going beyond graph data M Hajij, G Zamzmi, T Papamarkou, N Miolane, A Guzmán-Sáenz, ...
arXiv preprint arXiv:2206.00606, 2022
17 2022 Generative adversarial symmetry discovery J Yang, R Walters, N Dehmamy, R Yu
International Conference on Machine Learning, 39488-39508, 2023
16 2023