conftrace_

markov decision process

790 papers

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Also known as

MDP

Co-occurring keywords

reinforcement learning (4352) regret bound (1926) sample complexity (1169) policy optimization (657) value iteration (162) online learning (1777) function approximation (319) optimal policy (93) deep reinforcement learning (903) value function (295)

Papers

Online learning in episodic Markovian decision processes by relative entropy policy search NIPS 2013
Reinforcement Learning in Robust Markov Decision Processes NIPS 2013
Actor-Critic Algorithms for Risk-Sensitive MDPs NIPS 2013
Variational Planning for Graph-based MDPs NIPS 2013
Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search NIPS 2013
Projected Natural Actor-Critic NIPS 2013
Regret based Robust Solutions for Uncertain Markov Decision Processes NIPS 2013
Aggregating Optimistic Planning Trees for Solving Markov Decision Processes NIPS 2013
Online Learning in Markov Decision Processes with Adversarially Chosen Transition Probability Distributions NIPS 2013
Competing with an Infinite Set of Models in Reinforcement Learning AISTATS 2013
Symbolic Opportunistic Policy Iteration for Factored-Action MDPs NIPS 2013
(More) Efficient Reinforcement Learning via Posterior Sampling NIPS 2013
Optimistic planning for Markov decision processes AISTATS 2012
Weighted Likelihood Policy Search with Model Selection NIPS 2012
Robustness and risk-sensitivity in Markov decision processes NIPS 2012
The adversarial stochastic shortest path problem with unknown transition probabilities AISTATS 2012
A Unifying Perspective of Parametric Policy Search Methods for Markov Decision Processes NIPS 2012
Trajectory-Based Short-Sighted Probabilistic Planning NIPS 2012
Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NIPS 2012
Autonomous Exploration For Navigating In MDPs COLT 2012
A Bayesian Approach for Policy Learning from Trajectory Preference Queries NIPS 2012
On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes NIPS 2012
Tractable Objectives for Robust Policy Optimization NIPS 2012
Dynamic Policy Programming JMLR 2012
Speedy Q-Learning NIPS 2011