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Deep RL

3,886 papers

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Papers

Using Question Answering Rewards to Improve Abstractive Summarization EMNLP 2021
Towards tractable optimism in model-based reinforcement learning UAI 2021
SEAGuL: Sample Efficient Adversarially Guided Learning of Value Functions L4DC 2021
Bayesian Distributional Policy Gradients AAAI 2021
Leveraging on Deep Reinforcement Learning for Autonomous Safe Decision-Making in Highway On-ramp Merging (Student Abstract) AAAI 2021
On the Theory of Reinforcement Learning with Once-per-Episode Feedback NIPS 2021
Predicting Human Scanpaths in Visual Question Answering CVPR 2021
Learning to Reweight Imaginary Transitions for Model-Based Reinforcement Learning AAAI 2021
Deep Bandits Show-Off: Simple and Efficient Exploration with Deep Networks NIPS 2021
Online Model Selection for Reinforcement Learning with Function Approximation AISTATS 2021
Combining Semantic Guidance and Deep Reinforcement Learning for Generating Human Level Paintings CVPR 2021
NeurWIN: Neural Whittle Index Network For Restless Bandits Via Deep RL NIPS 2021
A Provably Efficient Model-Free Posterior Sampling Method for Episodic Reinforcement Learning NIPS 2021
Guided Exploration with Proximal Policy Optimization using a Single Demonstration ICML 2021
End-to-End Urban Driving by Imitating a Reinforcement Learning Coach ICCV 2021
Deep Reinforcement Learning for Multi-contact Motion Planning of Hexapod Robots IJCAI 2021
Solving Continuous Control with Episodic Memory IJCAI 2021
Reinforcement Learning with Latent Flow NIPS 2021
Learning to Actively Reduce Memory Requirements for Robot Control Tasks L4DC 2021
Mitigating Bias in Session-based Cyberbullying Detection: A Non-Compromising Approach IJCNLP 2021
Revisiting Rainbow: Promoting more insightful and inclusive deep reinforcement learning research ICML 2021
Towards Sample Efficient Agents through Algorithmic Alignment (Student Abstract) AAAI 2021
Reinforcement Learning for Route Optimization with Robustness Guarantees IJCAI 2021
Skill Discovery for Exploration and Planning using Deep Skill Graphs ICML 2021
Continual Auxiliary Task Learning NIPS 2021