Reinforcement Learning

Neuro-algorithmic Policies Enable Fast Combinatorial Generalization ICML 2021 Neuro-Symbolic Approaches for Text-Based Policy Learning EMNLP 2021 Neuro-Symbolic Reinforcement Learning with First-Order Logic EMNLP 2021 NeurWIN: Neural Whittle Index Network For Restless Bandits Via Deep RL NeurIPS 2021 NewtonianVAE: Proportional Control and Goal Identification From Pixels via Physical Latent Spaces CVPR 2021 Non-Asymptotic Analysis for Two Time-scale TDC with General Smooth Function Approximation NeurIPS 2021 Non-asymptotic Confidence Intervals of Off-policy Evaluation: Primal and Dual Bounds ICLR 2021 Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling AAAI 2021 Non-decreasing Quantile Function Network with Efficient Exploration for Distributional Reinforcement Learning IJCAI 2021 Non-Stationary Off-Policy Optimization AISTATS 2021 Non-stationary Reinforcement Learning without Prior Knowledge: an Optimal Black-box Approach COLT 2021 No-Press Diplomacy from Scratch NeurIPS 2021 No-regret learning with high-probability in adversarial Markov decision processes UAI 2021 No-Regret Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2021 NovelD: A Simple yet Effective Exploration Criterion NeurIPS 2021 NPAS: A Compiler-Aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration CVPR 2021 Objective-aware Traffic Simulation via Inverse Reinforcement Learning IJCAI 2021 Off-Belief Learning ICML 2021 Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers ICLR 2021 Offline Constrained Multi-Objective Reinforcement Learning via Pessimistic Dual Value Iteration NeurIPS 2021 Offline Contextual Bandits with Overparameterized Models ICML 2021 Offline Meta Reinforcement Learning -- Identifiability Challenges and Effective Data Collection Strategies NeurIPS 2021 Offline Meta-Reinforcement Learning with Advantage Weighting ICML 2021 Offline Model-based Adaptable Policy Learning NeurIPS 2021 Offline Reinforcement Learning as One Big Sequence Modeling Problem NeurIPS 2021