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Deep RL

3861 directly classified papers

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Papers

Actor Critic Deep Reinforcement Learning for Neural Malware Control AAAI 2020
MetaLight: Value-Based Meta-Reinforcement Learning for Traffic Signal Control AAAI 2020
Transfer Reinforcement Learning Using Output-Gated Working Memory AAAI 2020
Deep Reinforcement Learning for General Game Playing AAAI 2020
Double-Oracle Sampling Method for Stackelberg Equilibrium Approximation in General-Sum Extensive-Form Games AAAI 2020
Adaptive Quantitative Trading: An Imitative Deep Reinforcement Learning Approach AAAI 2020
Solving Online Threat Screening Games using Constrained Action Space Reinforcement Learning AAAI 2020
Querying to Find a Safe Policy under Uncertain Safety Constraints in Markov Decision Processes AAAI 2020
Reinforcing an Image Caption Generator Using Off-Line Human Feedback AAAI 2020
BAR — A Reinforcement Learning Agent for Bounding-Box Automated Refinement AAAI 2020
Exploratory Combinatorial Optimization with Reinforcement Learning AAAI 2020
Proximal Distilled Evolutionary Reinforcement Learning AAAI 2020
Deterministic Value-Policy Gradients AAAI 2020
Gradient-Aware Model-Based Policy Search AAAI 2020
Algorithmic Improvements for Deep Reinforcement Learning Applied to Interactive Fiction AAAI 2020
Generative Exploration and Exploitation AAAI 2020
On the Convergence of Smooth Regularized Approximate Value Iteration Schemes NIPS 2020
The LoCA Regret: A Consistent Metric to Evaluate Model-Based Behavior in Reinforcement Learning NIPS 2020
Generalized Hindsight for Reinforcement Learning NIPS 2020
Improving Generalization in Reinforcement Learning with Mixture Regularization NIPS 2020
Novelty Search in Representational Space for Sample Efficient Exploration NIPS 2020
Robust Reinforcement Learning via Adversarial training with Langevin Dynamics NIPS 2020
One Solution is Not All You Need: Few-Shot Extrapolation via Structured MaxEnt RL NIPS 2020
PlanGAN: Model-based Planning With Sparse Rewards and Multiple Goals NIPS 2020
Security Analysis of Safe and Seldonian Reinforcement Learning Algorithms NIPS 2020