Reinforcement Learning

SimPoE: Simulated Character Control for 3D Human Pose Estimation CVPR 2021 Single Player Monte-Carlo Tree Search Based on the Plackett-Luce Model AAAI 2021 Skill Discovery for Exploration and Planning using Deep Skill Graphs ICML 2021 SMiRL: Surprise Minimizing Reinforcement Learning in Unstable Environments ICLR 2021 Smooth Exploration for Robotic Reinforcement Learning CoRL 2021 Snowflake: Scaling GNNs to high-dimensional continuous control via parameter freezing NeurIPS 2021 Social Interactions as Recursive MDPs CoRL 2021 Softmax Policy Gradient Methods Can Take Exponential Time to Converge COLT 2021 Solving Challenging Dexterous Manipulation Tasks With Trajectory Optimisation and Reinforcement Learning ICML 2021 Solving Common-Payoff Games with Approximate Policy Iteration AAAI 2021 Solving Compositional Reinforcement Learning Problems via Task Reduction ICLR 2021 Solving Continuous Control with Episodic Memory IJCAI 2021 Solving Graph-based Public Goods Games with Tree Search and Imitation Learning NeurIPS 2021 Solving JumpIN’ Using Zero-Dependency Reinforcement Learning (Student Abstract) AAAI 2021 Solving Large-Scale Extensive-Form Network Security Games via Neural Fictitious Self-Play IJCAI 2021 Solving Partially Observable Stochastic Shortest-Path Games IJCAI 2021 SOON: Scenario Oriented Object Navigation With Graph-Based Exploration CVPR 2021 SOPE: Spectrum of Off-Policy Estimators NeurIPS 2021 Sparse Feature Selection Makes Batch Reinforcement Learning More Sample Efficient ICML 2021 Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains NeurIPS 2021 Specializing Versatile Skill Libraries using Local Mixture of Experts CoRL 2021 Spectral Normalisation for Deep Reinforcement Learning: An Optimisation Perspective ICML 2021 Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation NeurIPS 2021 Stabilizing Dynamical Systems via Policy Gradient Methods NeurIPS 2021 Stabilizing Q Learning Via Soft Mellowmax Operator AAAI 2021