function approximation

Bellman-consistent Pessimism for Offline Reinforcement Learning NeurIPS 2021 Besov Function Approximation and Binary Classification on Low-Dimensional Manifolds Using Convolutional Residual Networks ICML 2021 Bilinear Classes: A Structural Framework for Provable Generalization in RL ICML 2021 BooVI: Provably Efficient Bootstrapped Value Iteration NeurIPS 2021 Breaking the Deadly Triad with a Target Network ICML 2021 Conditional Temporal Neural Processes with Covariance Loss ICML 2021 Crystallization Learning with the Delaunay Triangulation ICML 2021 Deep Radial-Basis Value Functions for Continuous Control AAAI 2021 Elementary superexpressive activations ICML 2021 Emphatic Algorithms for Deep Reinforcement Learning ICML 2021 Finite Sample Analysis of Average-Reward TD Learning and Q-Learning NeurIPS 2021 Finite-time theory for momentum Q-learning UAI 2021 Fourier Neural Operator for Parametric Partial Differential Equations ICLR 2021 Gaussian Approximation for Bias Reduction in Q-Learning JMLR 2021 GP-ConvCNP: Better generalization for conditional convolutional Neural Processes on time series data UAI 2021 Improved Regret Bound and Experience Replay in Regularized Policy Iteration ICML 2021 Instance-Dependent Complexity of Contextual Bandits and Reinforcement Learning: A Disagreement-Based Perspective COLT 2021 Is Pessimism Provably Efficient for Offline RL? ICML 2021 Mediated Uncoupled Learning: Learning Functions without Direct Input-output Correspondences ICML 2021 Non-Asymptotic Analysis for Two Time-scale TDC with General Smooth Function Approximation NeurIPS 2021 Offline Constrained Multi-Objective Reinforcement Learning via Pessimistic Dual Value Iteration NeurIPS 2021 Offline Reinforcement Learning with Pseudometric Learning ICML 2021 On Convergence of Gradient Expected Sarsa(λ) AAAI 2021 Online Model Selection for Reinforcement Learning with Function Approximation AISTATS 2021 On Reward-Free RL with Kernel and Neural Function Approximations: Single-Agent MDP and Markov Game ICML 2021