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Value Iteration

306 directly classified papers

Papers per year

Papers

Improved Variance-Aware Confidence Sets for Linear Bandits and Linear Mixture MDP NIPS 2021
Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances AAAI 2021
Loop Estimator for Discounted Values in Markov Reward Processes AAAI 2021
Transfer Learning for Efficient Iterative Safety Validation AAAI 2021
A General Offline Reinforcement Learning Framework for Interactive Recommendation AAAI 2021
Reinforcement Learning with a Disentangled Universal Value Function for Item Recommendation AAAI 2021
DeepTrader: A Deep Reinforcement Learning Approach for Risk-Return Balanced Portfolio Management with Market Conditions Embedding AAAI 2021
Neural Algorithmic Reasoners are Implicit Planners NIPS 2021
Universal Off-Policy Evaluation NIPS 2021
Minimax Regret for Stochastic Shortest Path NIPS 2021
Reward is enough for convex MDPs NIPS 2021
Minimax Regret Optimisation for Robust Planning in Uncertain Markov Decision Processes AAAI 2021
Average-Reward Learning and Planning with Options NIPS 2021
A Universal 2-state n-action Adaptive Management Solver AAAI 2021
Fast Approximate Dynamic Programming for Infinite-Horizon Markov Decision Processes NIPS 2021
Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction AAAI 2021
Finding the Stochastic Shortest Path with Low Regret: the Adversarial Cost and Unknown Transition Case ICML 2021
Reinforcement Learning for Abstractive Question Summarization with Question-aware Semantic Rewards IJCNLP 2021
No-Press Diplomacy from Scratch NIPS 2021
Certification of iterative predictions in Bayesian neural networks UAI 2021
Rough Terrain Navigation Using Divergence Constrained Model-Based Reinforcement Learning CORL 2021
When to stop value iteration: stability and near-optimality versus computation L4DC 2021
Policy Caches with Successor Features ICML 2021
Queue-Learning: A Reinforcement Learning Approach for Providing Quality of Service AAAI 2021
Reconciling Rewards with Predictive State Representations IJCAI 2021