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deep reinforcement learning

903 papers

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Also known as

DEEP RL DRL

Co-occurring keywords

reinforcement learning (4122) policy learning (699) sample efficiency (469) neural network (6616) continuous control (246) multi-agent system (1743) policy gradient (518) policy optimization (630) value function (294) off-policy learning (227)

Papers

A Distributional Framework for Risk-Sensitive End-to-End Planning in Continuous MDPs AAAI 2022
Deep Black-Box Reinforcement Learning with Movement Primitives CORL 2022
Creativity of AI: Automatic Symbolic Option Discovery for Facilitating Deep Reinforcement Learning AAAI 2022
Exploring Safer Behaviors for Deep Reinforcement Learning AAAI 2022
An Efficient Combinatorial Optimization Model Using Learning-to-Rank Distillation AAAI 2022
Q-Ball: Modeling Basketball Games Using Deep Reinforcement Learning AAAI 2022
Deep Reinforcement Learning Policies Learn Shared Adversarial Features across MDPs AAAI 2022
Training a Resilient Q-network against Observational Interference AAAI 2022
Target Languages (vs. Inductive Biases) for Learning to Act and Plan AAAI 2022
Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control ICML 2022
Influence-Augmented Local Simulators: a Scalable Solution for Fast Deep RL in Large Networked Systems ICML 2022
The Primacy Bias in Deep Reinforcement Learning ICML 2022
Goal Misgeneralization in Deep Reinforcement Learning ICML 2022
Large Batch Experience Replay ICML 2022
Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters ICML 2022
Deep Reinforcement Learning for High-Frequency Market Making ACML 2022
Improving Policy Optimization with Generalist-Specialist Learning ICML 2022
TFPnP: Tuning-free Plug-and-Play Proximal Algorithms with Applications to Inverse Imaging Problems JMLR 2022
The State of Sparse Training in Deep Reinforcement Learning ICML 2022
Retrieval-Augmented Reinforcement Learning ICML 2022
Generalized Data Distribution Iteration ICML 2022
DRIBO: Robust Deep Reinforcement Learning via Multi-View Information Bottleneck ICML 2022
AVAST: Attentive Variational State Tracker in a Reinforced Navigator AACL 2022
Stabilizing Off-Policy Deep Reinforcement Learning from Pixels ICML 2022