Reinforcement Learning

Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021 DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems AAAI 2021 Decentralized Policy Gradient Descent Ascent for Safe Multi-Agent Reinforcement Learning AAAI 2021 Deciding What to Learn: A Rate-Distortion Approach ICML 2021 Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices ICML 2021 Deep Bandits Show-Off: Simple and Efficient Exploration with Deep Networks NeurIPS 2021 Deep Radial-Basis Value Functions for Continuous Control AAAI 2021 Deep Reinforcement Learning for a Dictionary Based Compression Schema (Student Abstract) AAAI 2021 DeepSynth: Automata Synthesis for Automatic Task Segmentation in Deep Reinforcement Learning AAAI 2021 DeepTrader: A Deep Reinforcement Learning Approach for Risk-Return Balanced Portfolio Management with Market Conditions Embedding AAAI 2021 Detecting Rewards Deterioration in Episodic Reinforcement Learning ICML 2021 Discovering symbolic policies with deep reinforcement learning ICML 2021 Discrete-Continuous Action Space Policy Gradient-Based Attention for Image-Text Matching CVPR 2021 Diversity Actor-Critic: Sample-Aware Entropy Regularization for Sample-Efficient Exploration ICML 2021 Don’t Do What Doesn’t Matter: Intrinsic Motivation with Action Usefulness IJCAI 2021 Doubly Robust Off-Policy Actor-Critic: Convergence and Optimality ICML 2021 Doubly Robust Thompson Sampling with Linear Payoffs NeurIPS 2021 DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning ICML 2021 Dr Jekyll & Mr Hyde: the strange case of off-policy policy updates NeurIPS 2021 Dynamic Balancing for Model Selection in Bandits and RL ICML 2021 Dynamic Lane Traffic Signal Control with Group Attention and Multi-Timescale Reinforcement Learning IJCAI 2021 Efficient PAC Reinforcement Learning in Regular Decision Processes IJCAI 2021 Efficient Wasserstein Natural Gradients for Reinforcement Learning ICLR 2021 EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL ICML 2021 Emergent Prosociality in Multi-Agent Games Through Gifting IJCAI 2021