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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

DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization NIPS 2023
Ensemble-based Deep Reinforcement Learning for Vehicle Routing Problems under Distribution Shift NIPS 2023
Deep Reinforcement Learning with Plasticity Injection NIPS 2023
Reinforced Approximate Exploratory Data Analysis AAAI 2023
Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement NIPS 2023
Sample-Efficient and Safe Deep Reinforcement Learning via Reset Deep Ensemble Agents NIPS 2023
A Risk-Sensitive Approach to Policy Optimization AAAI 2023
Efficient Symbolic Policy Learning with Differentiable Symbolic Expression NIPS 2023
Reinforcement Learning for Adaptive Mesh Refinement AISTATS 2023
BIRD: Generalizable Backdoor Detection and Removal for Deep Reinforcement Learning NIPS 2023
RoboPianist: Dexterous Piano Playing with Deep Reinforcement Learning CORL 2023
Deep Reinforcement Learning for High-Frequency Market Making ACML 2022
AVAST: Attentive Variational State Tracker in a Reinforced Navigator AACL 2022
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement Learning MIDL 2022
An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context NIPS 2022
Explainability Via Causal Self-Talk NIPS 2022
Coarse-To-Fine Q-Attention: Efficient Learning for Visual Robotic Manipulation via Discretisation CVPR 2022
Symmetry-Aware Neural Architecture for Embodied Visual Exploration CVPR 2022
Exploring the Vulnerability of Deep Reinforcement Learning-based Emergency Control for Low Carbon Power Systems IJCAI 2022
TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources IJCAI 2022
Learning General World Models in a Handful of Reward-Free Deployments NIPS 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
SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments NIPS 2022
Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning NIPS 2022