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Andreas Krause

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Efficient Model-Based Multi-Agent Mean-Field Reinforcement Learning

Jul 08, 2021
Barna Pasztor, Ilija Bogunovic, Andreas Krause

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Neural Contextual Bandits without Regret

Jul 07, 2021
Parnian Kassraie, Andreas Krause

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Distributional Gradient Matching for Learning Uncertain Neural Dynamics Models

Jun 22, 2021
Lenart Treven, Philippe Wenk, Florian Dörfler, Andreas Krause

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PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Jun 14, 2021
Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause

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JKOnet: Proximal Optimal Transport Modeling of Population Dynamics

Jun 11, 2021
Charlotte Bunne, Laetitia Meng-Papaxanthos, Andreas Krause, Marco Cuturi

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Bias-Robust Bayesian Optimization via Dueling Bandits

Jun 09, 2021
Johannes Kirschner, Andreas Krause

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Robust Generalization despite Distribution Shift via Minimum Discriminating Information

Jun 08, 2021
Tobias Sutter, Andreas Krause, Daniel Kuhn

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Meta-Learning Reliable Priors in the Function Space

Jun 06, 2021
Jonas Rothfuss, Dominique Heyn, Jinfan Chen, Andreas Krause

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Energy-Based Learning for Cooperative Games, with Applications to Feature/Data/Model Valuations

Jun 05, 2021
Yatao Bian, Yu Rong, Tingyang Xu, Jiaxiang Wu, Andreas Krause, Junzhou Huang

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Addressing the Long-term Impact of ML Decisions via Policy Regret

Jun 02, 2021
David Lindner, Hoda Heidari, Andreas Krause

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