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Predicting the protein-ligand affinity from molecular dynamics trajectories


Aug 19, 2022
Yaosen Min, Ye Wei, Peizhuo Wang, Nian Wu, Stefan Bauer, Shuxin Zheng, Yu Shi, Yingheng Wang, Dan Zhao, Ji Wu, Jianyang Zeng

* initial version 

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Latent Variable Models for Bayesian Causal Discovery


Jul 12, 2022
Jithendaraa Subramanian, Yashas Annadani, Ivaxi Sheth, Stefan Bauer, Derek Nowrouzezahrai, Samira Ebrahimi Kahou

* 7 figures, Published at the ICML 2022 Workshop on Spurious Correlations, Invariance, and Stability 

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Invariant Causal Mechanisms through Distribution Matching


Jun 23, 2022
Mathieu Chevalley, Charlotte Bunne, Andreas Krause, Stefan Bauer


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Diffusion Models for Video Prediction and Infilling


Jun 15, 2022
Tobias Höppe, Arash Mehrjou, Stefan Bauer, Didrik Nielsen, Andrea Dittadi


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On the Generalization and Adaption Performance of Causal Models


Jun 09, 2022
Nino Scherrer, Anirudh Goyal, Stefan Bauer, Yoshua Bengio, Nan Rosemary Ke


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Dexterous Robotic Manipulation using Deep Reinforcement Learning and Knowledge Transfer for Complex Sparse Reward-based Tasks


May 19, 2022
Qiang Wang, Francisco Roldan Sanchez, Robert McCarthy, David Cordova Bulens, Kevin McGuinness, Noel O'Connor, Manuel Wüthrich, Felix Widmaier, Stefan Bauer, Stephen J. Redmond

* This paper has been summited to Expert Systems: the Journal of Knowledge Engineering for reviewing 

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Federated Learning in Multi-Center Critical Care Research: A Systematic Case Study using the eICU Database


Apr 20, 2022
Arash Mehrjou, Ashkan Soleymani, Annika Buchholz, Jürgen Hetzel, Patrick Schwab, Stefan Bauer


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Interventions, Where and How? Experimental Design for Causal Models at Scale


Mar 03, 2022
Panagiotis Tigas, Yashas Annadani, Andrew Jesson, Bernhard Schölkopf, Yarin Gal, Stefan Bauer


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Bayesian Structure Learning with Generative Flow Networks


Feb 28, 2022
Tristan Deleu, António Góis, Chris Emezue, Mansi Rankawat, Simon Lacoste-Julien, Stefan Bauer, Yoshua Bengio


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Compositional Multi-Object Reinforcement Learning with Linear Relation Networks


Jan 31, 2022
Davide Mambelli, Frederik Träuble, Stefan Bauer, Bernhard Schölkopf, Francesco Locatello


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