Reinforcement Learning

ROAM: Recurrently Optimizing Tracking Model CVPR 2020 Robust Learning-Based Control via Bootstrapped Multiplicative Noise L4DC 2020 Robust Market Making via Adversarial Reinforcement Learning IJCAI 2020 Robust Policy Synthesis for Uncertain POMDPs via Convex Optimization IJCAI 2020 Root-n-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank COLT 2020 Safe non-smooth black-box optimization with application to policy search L4DC 2020 Sample Complexity of Estimating the Policy Gradient for Nearly Deterministic Dynamical Systems AISTATS 2020 Scalable Methods for Computing State Similarity in Deterministic Markov Decision Processes AAAI 2020 Scaling All-Goals Updates in Reinforcement Learning Using Convolutional Neural Networks AAAI 2020 Scaling data-driven robotics with reward sketching and batch reinforcement learning RSS 2020 Selecting Portfolios Directly Using Recurrent Reinforcement Learning (Student Abstract) AAAI 2020 Selective Transfer With Reinforced Transfer Network for Partial Domain Adaptation CVPR 2020 Sequence Generation with Optimal-Transport-Enhanced Reinforcement Learning AAAI 2020 Severity-Aware Semantic Segmentation With Reinforced Wasserstein Training CVPR 2020 Simultaneous Translation Policies: From Fixed to Adaptive ACL 2020 Sketch Less for More: On-the-Fly Fine-Grained Sketch-Based Image Retrieval CVPR 2020 Solving Online Threat Screening Games using Constrained Action Space Reinforcement Learning AAAI 2020 Span-Based Neural Buffer: Towards Efficient and Effective Utilization of Long-Distance Context for Neural Sequence Models AAAI 2020 Sparse Graphical Memory for Robust Planning NeurIPS 2020 Sparse Tree Search Optimality Guarantees in POMDPs with Continuous Observation Spaces IJCAI 2020 Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents AAAI 2020 Stable Reinforcement Learning with Unbounded State Space L4DC 2020 Static and Dynamic Values of Computation in MCTS UAI 2020 Statistically Efficient Off-Policy Policy Gradients ICML 2020 Stay Hungry, Stay Focused: Generating Informative and Specific Questions in Information-Seeking Conversations EMNLP 2020