Reinforcement Learning

Controlling Graph Dynamics with Reinforcement Learning and Graph Neural Networks ICML 2021 Convergence Properties of Stochastic Hypergradients AISTATS 2021 Coordination Between Individual Agents in Multi-Agent Reinforcement Learning AAAI 2021 CTS2: Time Series Smoothing with Constrained Reinforcement Learning ACML 2021 DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems AAAI 2021 Decision Transformer: Reinforcement Learning via Sequence Modeling NeurIPS 2021 Decoupling Value and Policy for Generalization in Reinforcement Learning ICML 2021 Deep Innovation Protection: Confronting the Credit Assignment Problem in Training Heterogeneous Neural Architectures AAAI 2021 Deep Reinforcement Learning for a Dictionary Based Compression Schema (Student Abstract) AAAI 2021 Deep Reinforcement Learning for Navigation in AAA Video Games IJCAI 2021 Deep Residual Reinforcement Learning (Extended Abstract) IJCAI 2021 DeepTrader: A Deep Reinforcement Learning Approach for Risk-Return Balanced Portfolio Management with Market Conditions Embedding AAAI 2021 Distributional Reinforcement Learning via Moment Matching AAAI 2021 Diversity Actor-Critic: Sample-Aware Entropy Regularization for Sample-Efficient Exploration ICML 2021 Efficient Dialogue Complementary Policy Learning via Deep Q-network Policy and Episodic Memory Policy EMNLP 2021 Efficient Poverty Mapping from High Resolution Remote Sensing Images AAAI 2021 Efficient Text-based Reinforcement Learning by Jointly Leveraging State and Commonsense Graph Representations ACL 2021 Efficient Transformers in Reinforcement Learning using Actor-Learner Distillation ICLR 2021 EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL ICML 2021 Embodied Visual Active Learning for Semantic Segmentation AAAI 2021 Emphatic Algorithms for Deep Reinforcement Learning ICML 2021 Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented Guesser EMNLP 2021 Extending Policy Shaping to Continuous State Spaces (Student Abstract) AAAI 2021 Fast active learning for pure exploration in reinforcement learning ICML 2021 Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction AAAI 2021