← Keywords

markov decision processes

25 papers

Explore in graph

Also known as

MDP

Co-occurring keywords

markov decision process (788) reinforcement learning (4122) regret bound (1918) policy optimization (630) value iteration (162) discount factor (28) online learning (1770) robust optimization (306) policy gradient (518) sequential decision making (213)

Papers

Offline Primal-Dual Reinforcement Learning for Linear MDPs AISTATS 2024
Difference of Convex Functions Programming for Reinforcement Learning NIPS 2014
Algorithms for CVaR Optimization in MDPs NIPS 2014
Actor-Critic Algorithms for Risk-Sensitive MDPs NIPS 2013
Online learning in episodic Markovian decision processes by relative entropy policy search NIPS 2013
Reinforcement Learning in Robust Markov Decision Processes NIPS 2013
Variational Planning for Graph-based MDPs NIPS 2013
Symbolic Opportunistic Policy Iteration for Factored-Action MDPs NIPS 2013
(More) Efficient Reinforcement Learning via Posterior Sampling NIPS 2013
Aggregating Optimistic Planning Trees for Solving Markov Decision Processes NIPS 2013
Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NIPS 2012
On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes NIPS 2012
A Unifying Perspective of Parametric Policy Search Methods for Markov Decision Processes NIPS 2012
Basis Construction from Power Series Expansions of Value Functions NIPS 2010
Online Markov Decision Processes under Bandit Feedback NIPS 2010
Interval Estimation for Reinforcement-Learning Algorithms in Continuous-State Domains NIPS 2010
Distributionally Robust Markov Decision Processes NIPS 2010
Help or Hinder: Bayesian Models of Social Goal Inference NIPS 2009
Near-optimal Regret Bounds for Reinforcement Learning NIPS 2008
MDPs with Non-Deterministic Policies NIPS 2008
Biasing Approximate Dynamic Programming with a Lower Discount Factor NIPS 2008
Optimistic Linear Programming gives Logarithmic Regret for Irreducible MDPs NIPS 2007
Online Linear Regression and Its Application to Model-Based Reinforcement Learning NIPS 2007
Linearly-solvable Markov decision problems NIPS 2006
The Robustness-Performance Tradeoff in Markov Decision Processes NIPS 2006