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value function

295 papers

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Also known as

V FUNCTION

Co-occurring keywords

reinforcement learning (4352) deep reinforcement learning (903) policy optimization (657) markov decision process (790) offline reinforcement learning (492) temporal difference learning (149) sample efficiency (472) function approximation (319) off-policy learning (228) model-based reinforcement learning (415)

Papers

Stabilising Experience Replay for Deep Multi-Agent Reinforcement Learning ICML 2017
Blazing the trails before beating the path: Sample-efficient Monte-Carlo planning NIPS 2016
True Online Temporal-Difference Learning JMLR 2016
Practical Kernel-Based Reinforcement Learning JMLR 2016
Addressing Environment Non-Stationarity by Repeating Q-learning Updates JMLR 2016
An Emphatic Approach to the Problem of Off-policy Temporal-Difference Learning JMLR 2016
Doubly Robust Off-policy Value Evaluation for Reinforcement Learning ICML 2016
Deep Exploration via Bootstrapped DQN NIPS 2016
Cumulative Prospect Theory Meets Reinforcement Learning: Prediction and Control ICML 2016
Improving PAC Exploration Using the Median Of Means NIPS 2016
Efficient High-Dimensional Stochastic Optimal Motion Control using Tensor-Train Decomposition RSS 2015
Universal Value Function Approximators ICML 2015
A Deeper Look at Planning as Learning from Replay ICML 2015
RLPy: A Value-Function-Based Reinforcement Learning Framework for Education and Research JMLR 2015
Weighted importance sampling for off-policy learning with linear function approximation NIPS 2014
Universal Option Models NIPS 2014
Optimistic policy iteration and natural actor-critic: A unifying view and a non-optimality result NIPS 2013
Approximate Dynamic Programming Finally Performs Well in the Game of Tetris NIPS 2013
Efficient Exploration and Value Function Generalization in Deterministic Systems NIPS 2013
Regularized Off-Policy TD-Learning NIPS 2012
Finite-Sample Analysis of Least-Squares Policy Iteration JMLR 2012
Value Pursuit Iteration NIPS 2012
On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization NIPS 2012
Active Classification based on Value of Classifier NIPS 2011
A reinterpretation of the policy oscillation phenomenon in approximate policy iteration NIPS 2011