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Representation Learning via Invariant Causal Mechanisms

Oct 15, 2020
Jovana Mitrovic, Brian McWilliams, Jacob Walker, Lars Buesing, Charles Blundell

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Amortized learning of neural causal representations

Aug 21, 2020
Nan Rosemary Ke, Jane. X. Wang, Jovana Mitrovic, Martin Szummer, Danilo J. Rezende

* ICLR 2020 causal learning for decision making workshop 

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Causally Correct Partial Models for Reinforcement Learning

Feb 07, 2020
Danilo J. Rezende, Ivo Danihelka, George Papamakarios, Nan Rosemary Ke, Ray Jiang, Theophane Weber, Karol Gregor, Hamza Merzic, Fabio Viola, Jane Wang, Jovana Mitrovic, Frederic Besse, Ioannis Antonoglou, Lars Buesing

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Causal Reasoning from Meta-reinforcement Learning

Jan 23, 2019
Ishita Dasgupta, Jane Wang, Silvia Chiappa, Jovana Mitrovic, Pedro Ortega, David Raposo, Edward Hughes, Peter Battaglia, Matthew Botvinick, Zeb Kurth-Nelson

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Causal Inference via Kernel Deviance Measures

Apr 12, 2018
Jovana Mitrovic, Dino Sejdinovic, Yee Whye Teh

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Hierarchical Adversarially Learned Inference

Feb 04, 2018
Mohamed Ishmael Belghazi, Sai Rajeswar, Olivier Mastropietro, Negar Rostamzadeh, Jovana Mitrovic, Aaron Courville

* 18 pages, 7 figures 

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DR-ABC: Approximate Bayesian Computation with Kernel-Based Distribution Regression

Feb 15, 2016
Jovana Mitrovic, Dino Sejdinovic, Yee Whye Teh

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