Reinforcement Learning

Simplex Neural Population Learning: Any-Mixture Bayes-Optimality in Symmetric Zero-sum Games ICML 2022 SimSR: Simple Distance-Based State Representations for Deep Reinforcement Learning AAAI 2022 Situated Dialogue Learning through Procedural Environment Generation ACL 2022 Spatial Graph Attention and Curiosity-driven Policy for Antiviral Drug Discovery ICLR 2022 Spectrum Random Masking for Generalization in Image-based Reinforcement Learning NeurIPS 2022 State Deviation Correction for Offline Reinforcement Learning AAAI 2022 Supported Policy Optimization for Offline Reinforcement Learning NeurIPS 2022 TarGF: Learning Target Gradient Field to Rearrange Objects without Explicit Goal Specification NeurIPS 2022 Teacher Forcing Recovers Reward Functions for Text Generation NeurIPS 2022 The least-control principle for local learning at equilibrium NeurIPS 2022 The Pitfalls of Regularization in Off-Policy TD Learning NeurIPS 2022 The Policy-gradient Placement and Generative Routing Neural Networks for Chip Design NeurIPS 2022 The Primacy Bias in Deep Reinforcement Learning ICML 2022 Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning ICML 2022 Trading off Utility, Informativeness, and Complexity in Emergent Communication NeurIPS 2022 Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four ICML 2022 Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis AAAI 2022 Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong Baseline NeurIPS 2022 Understanding the Evolution of Linear Regions in Deep Reinforcement Learning NeurIPS 2022 Uni[MASK]: Unified Inference in Sequential Decision Problems NeurIPS 2022 Using Graph-Aware Reinforcement Learning to Identify Winning Strategies in Diplomacy Games (Student Abstract) AAAI 2022 ValueNet: A New Dataset for Human Value Driven Dialogue System AAAI 2022 VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning NeurIPS 2022 WarpDrive: Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU JMLR 2022 What about Inputting Policy in Value Function: Policy Representation and Policy-Extended Value Function Approximator AAAI 2022