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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

Controllable Text Simplification with Deep Reinforcement Learning IJCNLP 2022
AVAST: Attentive Variational State Tracker in a Reinforced Navigator IJCNLP 2022
A Distributional Framework for Risk-Sensitive End-to-End Planning in Continuous MDPs AAAI 2022
Q-Ball: Modeling Basketball Games Using Deep Reinforcement Learning AAAI 2022
Training a Resilient Q-network against Observational Interference AAAI 2022
Exploring Safer Behaviors for Deep Reinforcement Learning AAAI 2022
Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022
An Efficient Combinatorial Optimization Model Using Learning-to-Rank Distillation AAAI 2022
Target Languages (vs. Inductive Biases) for Learning to Act and Plan AAAI 2022
iGrow: A Smart Agriculture Solution to Autonomous Greenhouse Control AAAI 2022
VeNAS: Versatile Negotiating Agent Strategy via Deep Reinforcement Learning (Student Abstract) AAAI 2022
PantheonRL: A MARL Library for Dynamic Training Interactions AAAI 2022
Learning Representations via a Robust Behavioral Metric for Deep Reinforcement Learning NIPS 2022
Controlling Underestimation Bias in Reinforcement Learning via Quasi-median Operation AAAI 2022
Learning General World Models in a Handful of Reward-Free Deployments NIPS 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
Learn Goal-Conditioned Policy with Intrinsic Motivation for Deep Reinforcement Learning AAAI 2022
Learning Robust Policy against Disturbance in Transition Dynamics via State-Conservative Policy Optimization AAAI 2022
Natural Black-Box Adversarial Examples against Deep Reinforcement Learning AAAI 2022
Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NIPS 2022
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning NIPS 2022
Enforcement Heuristics for Argumentation with Deep Reinforcement Learning AAAI 2022
The Impact of Task Underspecification in Evaluating Deep Reinforcement Learning NIPS 2022
Creativity of AI: Automatic Symbolic Option Discovery for Facilitating Deep Reinforcement Learning AAAI 2022