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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

The Natural Language of Actions ICML 2019
How do infinite width bounded norm networks look in function space? COLT 2019
Random Projection in Neural Episodic Control ACML 2019
Efficient Approximation of Deep ReLU Networks for Functions on Low Dimensional Manifolds NIPS 2019
On the equivalence between graph isomorphism testing and function approximation with GNNs NIPS 2019
Learning nonlinear level sets for dimensionality reduction in function approximation NIPS 2019
Polynomial Cost of Adaptation for X-Armed Bandits NIPS 2019
Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Gradient Estimators for Reinforcement Learning NIPS 2019
Limiting Extrapolation in Linear Approximate Value Iteration NIPS 2019
Divergence-Augmented Policy Optimization NIPS 2019
Learning Options with Interest Functions AAAI 2019
Kernel-Based Reinforcement Learning in Robust Markov Decision Processes ICML 2019
Diagnosing Bottlenecks in Deep Q-learning Algorithms ICML 2019
Projections for Approximate Policy Iteration Algorithms ICML 2019
Approximate Relative Value Learning for Average-reward Continuous State MDPs UAI 2019
Provably Efficient Q-learning with Function Approximation via Distribution Shift Error Checking Oracle NIPS 2019
Finite-Sample Analysis for SARSA with Linear Function Approximation NIPS 2019
Regularized Anderson Acceleration for Off-Policy Deep Reinforcement Learning NIPS 2019
Risk-Sensitive Generative Adversarial Imitation Learning AISTATS 2019
Sorting Out Lipschitz Function Approximation ICML 2019
Finite-Time Analysis of Distributed TD(0) with Linear Function Approximation on Multi-Agent Reinforcement Learning ICML 2019
Conditional Neural Processes ICML 2018
Scalable Initial State Interdiction for Factored MDPs IJCAI 2018
Organizing Experience: a Deeper Look at Replay Mechanisms for Sample-Based Planning in Continuous State Domains IJCAI 2018
Algorithms or Actions? A Study in Large-Scale Reinforcement Learning IJCAI 2018