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function approximation

319 papers

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reinforcement learning (4122) regret bound (1918) markov decision process (788) sample complexity (1158) neural network (6616) temporal difference learning (149) value function (294) offline reinforcement learning (492) deep reinforcement learning (903) value iteration (162)

Papers

A Convergent Online Single Time Scale Actor Critic Algorithm JMLR 2010
Policy gradients in linearly-solvable MDPs NIPS 2010
Nonlinear Learning using Local Coordinate Coding NIPS 2009
Convergent Temporal-Difference Learning with Arbitrary Smooth Function Approximation NIPS 2009
Lattice Regression NIPS 2009
Regularized Policy Iteration NIPS 2008
Universal Multi-Task Kernels JMLR 2008
Finite-Time Bounds for Fitted Value Iteration JMLR 2008
Model Selection for Regression with Continuous Kernel Functions Using the Modulus of Continuity JMLR 2008
A Library for Locally Weighted Projection Regression JMLR 2008
Learning with Consistency between Inductive Functions and Kernels NIPS 2008
Predicting Partial Paths from Planning Problem Parameters RSS 2007
Stable Dual Dynamic Programming NIPS 2007
iLSTD: Eligibility Traces and Convergence Analysis NIPS 2006
Universal Kernels JMLR 2006
Simplifying Mixture Models through Function Approximation NIPS 2006
A Generalization Error for Q-Learning JMLR 2005
Frames, Reproducing Kernels, Regularization and Learning JMLR 2005
Knowledge-Based Kernel Approximation JMLR 2004