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Kamil Ciosek
Kamil Ciosek
Spotify
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Generalization in reinforcement learning with selective noise injection and information bottleneck
M Igl, K Ciosek, Y Li, S Tschiatschek, C Zhang, S Devlin, K Hofmann
Advances in neural information processing systems 32, 2019
1952019
Better exploration with optimistic actor critic
K Ciosek, Q Vuong, R Loftin, K Hofmann
Advances in Neural Information Processing Systems 32, 2019
1722019
Expected policy gradients
K Ciosek, S Whiteson
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
882018
Discount factor as a regularizer in reinforcement learning
R Amit, R Meir, K Ciosek
International conference on machine learning, 269-278, 2020
822020
Conservative uncertainty estimation by fitting prior networks
K Ciosek, V Fortuin, R Tomioka, K Hofmann, R Turner
International Conference on Learning Representations, 2019
712019
Compositional planning using optimal option models
D Silver, K Ciosek
arXiv preprint arXiv:1206.6473, 2012
702012
Offer: Off-environment reinforcement learning
K Ciosek, S Whiteson
Proceedings of the aaai conference on artificial intelligence 31 (1), 2017
622017
Expected policy gradients for reinforcement learning
K Ciosek, S Whiteson
Journal of Machine Learning Research 21 (52), 1-51, 2020
532020
Multi-task batch reinforcement learning with metric learning
J Li, Q Vuong, S Liu, M Liu, K Ciosek, H Christensen, H Su
Advances in neural information processing systems 33, 6197-6210, 2020
522020
Deep interactive bayesian reinforcement learning via meta-learning
L Zintgraf, S Devlin, K Ciosek, S Whiteson, K Hofmann
arXiv preprint arXiv:2101.03864, 2021
452021
Evaluating the robustness of collaborative agents
P Knott, M Carroll, S Devlin, K Ciosek, K Hofmann, AD Dragan, R Shah
arXiv preprint arXiv:2101.05507, 2021
312021
Imitation learning by reinforcement learning
K Ciosek
arXiv preprint arXiv:2108.04763, 2021
262021
Alternating optimisation and quadrature for robust control
S Paul, K Chatzilygeroudis, K Ciosek, JB Mouret, M Osborne, S Whiteson
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
232018
Amrl: Aggregated memory for reinforcement learning
J Beck, K Ciosek, S Devlin, S Tschiatschek, C Zhang, K Hofmann
International Conference on Learning Representations, 2020
222020
Information directed reward learning for reinforcement learning
D Lindner, M Turchetta, S Tschiatschek, K Ciosek, A Krause
Advances in Neural Information Processing Systems 34, 3850-3862, 2021
192021
Regularized policies are reward robust
H Husain, K Ciosek, R Tomioka
International Conference on Artificial Intelligence and Statistics, 64-72, 2021
192021
Drift: Deep reinforcement learning for functional software testing
L Harries, RS Clarke, T Chapman, SV Nallamalli, L Ozgur, S Jain, ...
arXiv preprint arXiv:2007.08220, 2020
172020
Fourier policy gradients
M Fellows, K Ciosek, S Whiteson
International Conference on Machine Learning, 1486-1495, 2018
162018
Impatient bandits: Optimizing recommendations for the long-term without delay
TM McDonald, L Maystre, M Lalmas, D Russo, K Ciosek
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and …, 2023
152023
Value iteration with options and state aggregation
K Ciosek, D Silver
arXiv preprint arXiv:1501.03959, 2015
152015
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