conftrace_

value function approximation

100 papers

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Also known as

VFA

Co-occurring keywords

reinforcement learning (4352) value function (295) markov decision process (790) policy iteration (99) off-policy learning (228) temporal difference learning (149) deep reinforcement learning (903) regret bound (1926) representation learning (6206) approximate dynamic programming (31)

Papers

Difference of Convex Functions Programming for Reinforcement Learning NIPS 2014
True Online TD(lambda) ICML 2014
Quasi Newton Temporal Difference Learning ACML 2014
Bayes-Adaptive Simulation-based Search with Value Function Approximation NIPS 2014
RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning NIPS 2014
Construction of Approximation Spaces for Reinforcement Learning JMLR 2013
Learning Adaptive Value of Information for Structured Prediction NIPS 2013
Bellman Error Based Feature Generation using Random Projections on Sparse Spaces NIPS 2013
Sketch-Based Linear Value Function Approximation NIPS 2012
On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization NIPS 2012
Dynamic Policy Programming JMLR 2012
Robust Approximate Bilinear Programming for Value Function Approximation JMLR 2011
Reinforcement Learning using Kernel-Based Stochastic Factorization NIPS 2011
The Fixed Points of Off-Policy TD NIPS 2011
A Non-Parametric Approach to Dynamic Programming NIPS 2011
Finite-sample Analysis of Bellman Residual Minimization ACML 2010
Predictive State Temporal Difference Learning NIPS 2010
Robust Value Function Approximation Using Bilinear Programming NIPS 2009
A Smoothed Approximate Linear Program NIPS 2009
Convergent Temporal-Difference Learning with Arbitrary Smooth Function Approximation NIPS 2009
Biasing Approximate Dynamic Programming with a Lower Discount Factor NIPS 2008
Value Function Approximation using Multiple Aggregation for Multiattribute Resource Management JMLR 2008
Fitted Q-iteration in continuous action-space MDPs NIPS 2007
Reinforcement Learning with Factored States and Actions JMLR 2004
Least-Squares Policy Iteration JMLR 2003