deep reinforcement learning

903 papers

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Also known as

DRQN DEEP RL DDQ DQN DRL DRL NULL DRL OR NULL DQFD RL

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

Learning Robust Policy against Disturbance in Transition Dynamics via State-Conservative Policy Optimization AAAI 2022

Deep Reinforcement Learning Policies Learn Shared Adversarial Features across MDPs AAAI 2022

Learn Goal-Conditioned Policy with Intrinsic Motivation for Deep Reinforcement Learning AAAI 2022

Enforcement Heuristics for Argumentation with Deep Reinforcement Learning AAAI 2022

Creativity of AI: Automatic Symbolic Option Discovery for Facilitating Deep Reinforcement Learning AAAI 2022

Controlling Underestimation Bias in Reinforcement Learning via Quasi-median Operation AAAI 2022

SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments NIPS 2022

SafeBench: A Benchmarking Platform for Safety Evaluation of Autonomous Vehicles NIPS 2022

Learning General World Models in a Handful of Reward-Free Deployments NIPS 2022

The Impact of Task Underspecification in Evaluating Deep Reinforcement Learning NIPS 2022

MaskPlace: Fast Chip Placement via Reinforced Visual Representation Learning NIPS 2022

Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning NIPS 2022

CADRE: A Cascade Deep Reinforcement Learning Framework for Vision-Based Autonomous Urban Driving AAAI 2022

Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NIPS 2022

Learning Representations via a Robust Behavioral Metric for Deep Reinforcement Learning NIPS 2022

MICo: Improved representations via sampling-based state similarity for Markov decision processes NIPS 2021

Machine versus Human Attention in Deep Reinforcement Learning Tasks NIPS 2021

Deep Reinforcement Learning at the Edge of the Statistical Precipice NIPS 2021

The Difficulty of Passive Learning in Deep Reinforcement Learning NIPS 2021

NovelD: A Simple yet Effective Exploration Criterion NIPS 2021

Learning Large Neighborhood Search Policy for Integer Programming NIPS 2021

Hierarchical Reinforcement Learning with Timed Subgoals NIPS 2021

Reinforcement Learning with Latent Flow NIPS 2021

One Protocol to Rule Them All: Wireless Network-on-Chip using Deep Reinforcement Learning NSDI 2021

Provably Efficient Causal Reinforcement Learning with Confounded Observational Data NIPS 2021