Deep RL

Winning the CityLearn Challenge: Adaptive Optimization with Evolutionary Search under Trajectory-Based Guidance AAAI 2023 A Boosting Approach to Reinforcement Learning NeurIPS 2022 Abstraction for Deep Reinforcement Learning IJCAI 2022 Accelerated Policy Learning with Parallel Differentiable Simulation ICLR 2022 A Cramér Distance perspective on Quantile Regression based Distributional Reinforcement Learning AISTATS 2022 Action-modulated midbrain dopamine activity arises from distributed control policies NeurIPS 2022 Action-Sufficient State Representation Learning for Control with Structural Constraints ICML 2022 Actor-Critic based Improper Reinforcement Learning ICML 2022 AdaFocus V2: End-to-End Training of Spatial Dynamic Networks for Video Recognition CVPR 2022 Adaptive Interest for Emphatic Reinforcement Learning NeurIPS 2022 Adaptive Multi-Goal Exploration AISTATS 2022 Adaptive Natural Language Generation for Task-oriented Dialogue via Reinforcement Learning COLING 2022 A data-driven approach for learning to control computers ICML 2022 A Deep Reinforcement Learning Framework for Column Generation NeurIPS 2022 A Distributional Framework for Risk-Sensitive End-to-End Planning in Continuous MDPs AAAI 2022 A Dual Approach to Constrained Markov Decision Processes with Entropy Regularization AISTATS 2022 A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation NeurIPS 2022 A Formal Model for Multiagent Q-Learning Dynamics on Regular Graphs IJCAI 2022 A free lunch from the noise: Provable and practical exploration for representation learning UAI 2022 A Generalized Bootstrap Target for Value-Learning, Efficiently Combining Value and Feature Predictions AAAI 2022 A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems EMNLP 2022 Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution ICML 2022 AlphaHoldem: High-Performance Artificial Intelligence for Heads-Up No-Limit Poker via End-to-End Reinforcement Learning AAAI 2022 AlphaZero-based Proof Cost Network to Aid Game Solving ICLR 2022 A Mixture Of Surprises for Unsupervised Reinforcement Learning NeurIPS 2022