Jovana Mitrovic
Jovana Mitrovic
Research Scientist at DeepMind
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Causal reasoning from meta-reinforcement learning
I Dasgupta, J Wang, S Chiappa, J Mitrovic, P Ortega, D Raposo, ...
arXiv preprint arXiv:1901.08162, 2019
Representation learning via invariant causal mechanisms
J Mitrovic, B McWilliams, J Walker, L Buesing, C Blundell
arXiv preprint arXiv:2010.07922, 2020
Causal inference via kernel deviance measures
J Mitrovic, D Sejdinovic, YW Teh
arXiv preprint arXiv:1804.04622, 2018
DR-ABC: Approximate Bayesian computation with kernel-based distribution regression
J Mitrovic, D Sejdinovic, YW Teh
International Conference on Machine Learning, 1482-1491, 2016
Hierarchical adversarially learned inference
MI Belghazi, S Rajeswar, O Mastropietro, N Rostamzadeh, J Mitrovic, ...
arXiv preprint arXiv:1802.01071, 2018
Causally correct partial models for reinforcement learning
DJ Rezende, I Danihelka, G Papamakarios, NR Ke, R Jiang, T Weber, ...
arXiv preprint arXiv:2002.02836, 2020
Amortized learning of neural causal representations
NR Ke, J Wang, J Mitrovic, M Szummer, DJ Rezende
arXiv preprint arXiv:2008.09301, 2020
Deep Kernel Machines via the Kernel Reparametrization Trick
J Mitrovic, D Sejdinovic, YW Teh
Coberl: Contrastive bert for reinforcement learning
A Banino, AP Badia, J Walker, T Scholtes, J Mitrovic, C Blundell
arXiv preprint arXiv:2107.05431, 2021
Less can be more in contrastive learning
J Mitrovic, B McWilliams, M Rey
PMLR, 2020
Meta-reinforcement learning of causal strategies
I Dasgupta, Z Kurth-Nelson, S Chiappa, J Mitrovic, P Ortega, E Hughes, ...
The Meta-Learning Workshop at the Neural Information Processing Systems …, 2019
Can algorithms learn from babies? Exploring how infant learning can inform and inspire unsupervised learning algorithms
J Sucevic, J Mitrovic
Proceedings of the Annual Meeting of the Cognitive Science Society 43 (43), 2021
Infinitely Deep Infinite-Width Networks
J Mitrovic, P Wirnsberger, C Blundell, D Sejdinovic, YW Teh
Hierarchical Adversarially Learned Inference
M Ishmael Belghazi, S Rajeswar, O Mastropietro, N Rostamzadeh, ...
arXiv e-prints, arXiv: 1802.01071, 2018
Parametric Generalization for Benchmarking Reinforcement Learning Algorithms
NR Ke, IDS Chiappa, A Goyal, T Weber, J Mitrovic, S Chan, F Hill, ...
What can babies teach us about contrastive methods?
J Sucevic, J Mitrovic, K Plunkett
Hierarchical Adversarially Learned Inference Download PDF
MI Belghazi, S Rajeswar, O Mastropietro, N Rostamzadeh, J Mitrovic, ...
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