Deep RL

Responsive Safety in Reinforcement Learning by PID Lagrangian Methods ICML 2020 REST: Performance Improvement of a Black Box Model via RL-Based Spatial Transformation AAAI 2020 Revisiting Fundamentals of Experience Replay ICML 2020 Reward-Free Exploration for Reinforcement Learning ICML 2020 Reward Prediction Error as an Exploration Objective in Deep RL IJCAI 2020 Reward Propagation Using Graph Convolutional Networks NeurIPS 2020 Reward-rational (implicit) choice: A unifying formalism for reward learning NeurIPS 2020 RIDE: Rewarding Impact-Driven Exploration for Procedurally-Generated Environments ICLR 2020 RL-CycleGAN: Reinforcement Learning Aware Simulation-to-Real CVPR 2020 RL-Duet: Online Music Accompaniment Generation Using Deep Reinforcement Learning AAAI 2020 R-learning in actor-critic model offers a biologically relevant mechanism for sequential decision-making NeurIPS 2020 RMM: A Recursive Mental Model for Dialogue Navigation EMNLP 2020 Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations NeurIPS 2020 Robust Market Making via Adversarial Reinforcement Learning IJCAI 2020 Robust Reinforcement Learning via Adversarial training with Langevin Dynamics NeurIPS 2020 Robust Reinforcement Learning with Bayesian Optimisation and Quadrature JMLR 2020 ROLL: Visual Self-Supervised Reinforcement Learning with Object Reasoning CoRL 2020 Root-n-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank COLT 2020 RTFM: Generalising to New Environment Dynamics via Reading ICLR 2020 Sample Complexity of Asynchronous Q-Learning: Sharper Analysis and Variance Reduction NeurIPS 2020 Sample Complexity of Reinforcement Learning using Linearly Combined Model Ensembles AISTATS 2020 Sample-efficient Cross-Entropy Method for Real-time Planning CoRL 2020 Sample Efficient Policy Gradient Methods with Recursive Variance Reduction ICLR 2020 Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation NeurIPS 2020 Sample Factory: Egocentric 3D Control from Pixels at 100000 FPS with Asynchronous Reinforcement Learning ICML 2020