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Yinlam Chow
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A lyapunov-based approach to safe reinforcement learning
Y Chow, O Nachum, E Duenez-Guzman, M Ghavamzadeh
Advances in neural information processing systems 31, 2018
2792018
Risk-constrained reinforcement learning with percentile risk criteria
Y Chow, M Ghavamzadeh, L Janson, M Pavone
The Journal of Machine Learning Research 18 (1), 6070-6120, 2017
2392017
Risk-sensitive and robust decision-making: a cvar optimization approach
Y Chow, A Tamar, S Mannor, M Pavone
Advances in neural information processing systems 28, 2015
2082015
More robust doubly robust off-policy evaluation
M Farajtabar, Y Chow, M Ghavamzadeh
International Conference on Machine Learning, 1447-1456, 2018
1572018
Dualdice: Behavior-agnostic estimation of discounted stationary distribution corrections
O Nachum, Y Chow, B Dai, L Li
Advances in Neural Information Processing Systems 32, 2019
1462019
Algorithms for CVaR optimization in MDPs
Y Chow, M Ghavamzadeh
Advances in neural information processing systems 27, 2014
1332014
Lyapunov-based safe policy optimization for continuous control
Y Chow, O Nachum, A Faust, E Duenez-Guzman, M Ghavamzadeh
arXiv preprint arXiv:1901.10031, 2019
1082019
Safe policy improvement by minimizing robust baseline regret
M Ghavamzadeh, M Petrik, Y Chow
Advances in Neural Information Processing Systems 29, 2016
1012016
Algaedice: Policy gradient from arbitrary experience
O Nachum, B Dai, I Kostrikov, Y Chow, L Li, D Schuurmans
arXiv preprint arXiv:1912.02074, 2019
862019
Policy gradient for coherent risk measures
A Tamar, Y Chow, M Ghavamzadeh, S Mannor
Advances in neural information processing systems 28, 2015
812015
Online modified greedy algorithm for storage control under uncertainty
J Qin, Y Chow, J Yang, R Rajagopal
IEEE Transactions on Power Systems 31 (3), 1729-1743, 2015
552015
Sequential decision making with coherent risk
A Tamar, Y Chow, M Ghavamzadeh, S Mannor
IEEE transactions on automatic control 62 (7), 3323-3338, 2016
502016
A framework for time-consistent, risk-sensitive model predictive control: Theory and algorithms
S Singh, Y Chow, A Majumdar, M Pavone
IEEE Transactions on Automatic Control 64 (7), 2905-2912, 2018
412018
Weighted SGD for ℓp regression with randomized preconditioning
J Yang, YL Chow, C Ré, MW Mahoney
The Journal of Machine Learning Research 18 (1), 7811-7853, 2017
412017
Distributed online modified greedy algorithm for networked storage operation under uncertainty
J Qin, Y Chow, J Yang, R Rajagopal
IEEE Transactions on Smart Grid 7 (2), 1106-1118, 2015
362015
A framework for time-consistent, risk-averse model predictive control: Theory and algorithms
YL Chow, M Pavone
2014 American Control Conference, 4204-4211, 2014
312014
Coindice: Off-policy confidence interval estimation
B Dai, O Nachum, Y Chow, L Li, C Szepesvári, D Schuurmans
Advances in neural information processing systems 33, 9398-9411, 2020
282020
CAQL: Continuous action Q-learning
M Ryu, Y Chow, R Anderson, C Tjandraatmadja, C Boutilier
arXiv preprint arXiv:1909.12397, 2019
262019
Path consistency learning in tsallis entropy regularized mdps
Y Chow, O Nachum, M Ghavamzadeh
International conference on machine learning, 979-988, 2018
242018
A block coordinate ascent algorithm for mean-variance optimization
T Xie, B Liu, Y Xu, M Ghavamzadeh, Y Chow, D Lyu, D Yoon
Advances in Neural Information Processing Systems 31, 2018
222018
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