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policy iteration

99 papers

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Also known as

PI

Co-occurring keywords

reinforcement learning (4352) markov decision process (790) value function (295) value iteration (162) value function approximation (100) approximate dynamic programming (31) function approximation (319) deep reinforcement learning (903) dynamic programming (274) convergence analysis (395)

Papers

Safe Policy Iteration ICML 2013
Learning from Limited Demonstrations NIPS 2013
Optimistic policy iteration and natural actor-critic: A unifying view and a non-optimality result NIPS 2013
Symbolic Opportunistic Policy Iteration for Factored-Action MDPs NIPS 2013
Approximate Dynamic Programming Finally Performs Well in the Game of Tetris NIPS 2013
Improved and Generalized Upper Bounds on the Complexity of Policy Iteration NIPS 2013
Dynamic Policy Programming JMLR 2012
Trajectory-Based Short-Sighted Probabilistic Planning NIPS 2012
On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes NIPS 2012
A reinterpretation of the policy oscillation phenomenon in approximate policy iteration NIPS 2011
Dynamic Policy Programming with Function Approximation AISTATS 2011
Robust Approximate Bilinear Programming for Value Function Approximation JMLR 2011
LSTD with Random Projections NIPS 2010
Finite-sample Analysis of Bellman Residual Minimization ACML 2010
Linear Complementarity for Regularized Policy Evaluation and Improvement NIPS 2010
Error Propagation for Approximate Policy and Value Iteration NIPS 2010
Multi-task Reinforcement Learning in Partially Observable Stochastic Environments JMLR 2009
Robust Value Function Approximation Using Bilinear Programming NIPS 2009
Regularized Policy Iteration NIPS 2008
Proto-value Functions: A Laplacian Framework for Learning Representation and Control in Markov Decision Processes JMLR 2007
Incremental Natural Actor-Critic Algorithms NIPS 2007
Prioritization Methods for Accelerating MDP Solvers JMLR 2005
Least-Squares Policy Iteration JMLR 2003
On the Convergence of Optimistic Policy Iteration JMLR 2002