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Deep RL

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Papers

FLAMBE: Structural Complexity and Representation Learning of Low Rank MDPs NIPS 2020
Hierarchically Decoupled Imitation For Morphological Transfer ICML 2020
Momentum-Based Policy Gradient Methods ICML 2020
Learning to Ask Medical Questions using Reinforcement Learning MLHC 2020
Deep Reinforcement Learning for Closed-Loop Blood Glucose Control MLHC 2020
ROLL: Visual Self-Supervised Reinforcement Learning with Object Reasoning CORL 2020
Contrastive Variational Reinforcement Learning for Complex Observations CORL 2020
Efficiently Solving MDPs with Stochastic Mirror Descent ICML 2020
Constrained Markov Decision Processes via Backward Value Functions ICML 2020
Learning a Contact-Adaptive Controller for Robust, Efficient Legged Locomotion CORL 2020
Model-based Reinforcement Learning for Decentralized Multiagent Rendezvous CORL 2020
A Self-Tuning Actor-Critic Algorithm NIPS 2020
Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations NIPS 2020
Generating Adjacency-Constrained Subgoals in Hierarchical Reinforcement Learning NIPS 2020
On the Stability and Convergence of Robust Adversarial Reinforcement Learning: A Case Study on Linear Quadratic Systems NIPS 2020
Production-based Cognitive Models as a Test Suite for Reinforcement Learning Algorithms EMNLP 2020
Active Vision for Early Recognition of Human Actions CVPR 2020
Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach ICML 2020
Reinforced Curriculum Learning on Pre-Trained Neural Machine Translation Models AAAI 2020
Reinforcement Learning with Dynamic Boltzmann Softmax Updates IJCAI 2020
Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent IJCAI 2020
Finite Time Analysis of Linear Two-timescale Stochastic Approximation with Markovian Noise COLT 2020
Provably efficient reinforcement learning with linear function approximation COLT 2020
Root-n-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank COLT 2020
Noise Pollution in Hospital Readmission Prediction: Long Document Classification with Reinforcement Learning ACL 2020