Markov Decision Process

Reinforcement Learning When All Actions Are Not Always Available AAAI 2020 Finite-Sample Analysis for SARSA with Linear Function Approximation NeurIPS 2019 Model-Based Reinforcement Learning Exploiting State-Action Equivalence ACML 2019 A Probabilistic Model of Social Decision Making based on Reward Maximization NeurIPS 2016 Catching heuristics are optimal control policies NeurIPS 2016 Basis refinement strategies for linear value function approximation in MDPs NeurIPS 2015 Data Generation as Sequential Decision Making NeurIPS 2015 Individual Planning in Infinite-Horizon Multiagent Settings: Inference, Structure and Scalability NeurIPS 2015 Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach NeurIPS 2015 When are Kalman-Filter Restless Bandits Indexable? NeurIPS 2015 How hard is my MDP?" The distribution-norm to the rescue" NeurIPS 2014 Optimistic Planning in Markov Decision Processes Using a Generative Model NeurIPS 2014 Actor-Critic Algorithms for Risk-Sensitive MDPs NeurIPS 2013 Aggregating Optimistic Planning Trees for Solving Markov Decision Processes NeurIPS 2013 DESPOT: Online POMDP Planning with Regularization NeurIPS 2013 Improved and Generalized Upper Bounds on the Complexity of Policy Iteration NeurIPS 2013 Online Learning in Markov Decision Processes with Adversarially Chosen Transition Probability Distributions NeurIPS 2013 Regret based Robust Solutions for Uncertain Markov Decision Processes NeurIPS 2013 Reinforcement Learning in Robust Markov Decision Processes NeurIPS 2013 Symbolic Opportunistic Policy Iteration for Factored-Action MDPs NeurIPS 2013 A Unifying Perspective of Parametric Policy Search Methods for Markov Decision Processes NeurIPS 2012 Cost-Sensitive Exploration in Bayesian Reinforcement Learning NeurIPS 2012 Learning Partially Observable Models Using Temporally Abstract Decision Trees NeurIPS 2012 Non-parametric Approximate Dynamic Programming via the Kernel Method NeurIPS 2012 On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes NeurIPS 2012