Methods

Learning to Simulate Self-driven Particles System with Coordinated Policy Optimization NeurIPS 2021 Learning to Sit: Synthesizing Human-Chair Interactions via Hierarchical Control AAAI 2021 Learning to Stop: Dynamic Simulation Monte-Carlo Tree Search AAAI 2021 Learning to Switch Optimizers for Quadratic Programming ACML 2021 Learning to Synthesize Programs as Interpretable and Generalizable Policies NeurIPS 2021 Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learning CoRL 2021 Learning to Weight Imperfect Demonstrations ICML 2021 Learning Value Functions in Deep Policy Gradients using Residual Variance ICLR 2021 Learning While Playing in Mean-Field Games: Convergence and Optimality ICML 2021 Learning with AMIGo: Adversarially Motivated Intrinsic Goals ICLR 2021 Learning without Knowing: Unobserved Context in Continuous Transfer Reinforcement Learning L4DC 2021 Learning with Safety Constraints: Sample Complexity of Reinforcement Learning for Constrained MDPs AAAI 2021 Learn to Intervene: An Adaptive Learning Policy for Restless Bandits in Application to Preventive Healthcare IJCAI 2021 LEOC: A Principled Method in Integrating Reinforcement Learning and Classical Control Theory L4DC 2021 Leveraging Non-uniformity in First-order Non-convex Optimization ICML 2021 Leveraging on Deep Reinforcement Learning for Autonomous Safe Decision-Making in Highway On-ramp Merging (Student Abstract) AAAI 2021 Locally Persistent Exploration in Continuous Control Tasks with Sparse Rewards ICML 2021 Local policy search with Bayesian optimization NeurIPS 2021 Logarithmic Regret for Reinforcement Learning with Linear Function Approximation ICML 2021 Logical Team Q-learning: An approach towards factored policies in cooperative MARL AISTATS 2021 Logistic Q-Learning AISTATS 2021 Look Before You Leap: Safe Model-Based Reinforcement Learning with Human Intervention CoRL 2021 Low-Precision Reinforcement Learning: Running Soft Actor-Critic in Half Precision ICML 2021 LS3: Latent Space Safe Sets for Long-Horizon Visuomotor Control of Sparse Reward Iterative Tasks CoRL 2021 LTL-Constrained Steady-State Policy Synthesis IJCAI 2021