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Reinforcement Learning
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Deep RL
3861 directly classified papers
Papers per year
2005: 1
2006: 9
2007: 14
2008: 15
2009: 9
2010: 21
2011: 27
2012: 32
2013: 21
2014: 17
2015: 10
2016: 33
2017: 102
2018: 222
2019: 399
2020: 450
2021: 533
2022: 478
2023: 532
2024: 513
2025: 326
2026: 97
Papers
Cherry-Picking with Reinforcement Learning
RSS 2023
Diffusion Policy: Visuomotor Policy Learning via Action Diffusion
RSS 2023
SAM-RL: Sensing-Aware Model-Based Reinforcement Learning via Differentiable Physics-Based Simulation and Rendering
RSS 2023
Solving Stabilize-Avoid via Epigraph Form Optimal Control using Deep Reinforcement Learning
RSS 2023
Bridging Active Exploration and Uncertainty-Aware Deployment Using Probabilistic Ensemble Neural Network Dynamics
RSS 2023
Demonstrating Arena-Web: A Web-based Development and Benchmarking Platform for Autonomous Navigation Approaches
RSS 2023
Co-optimization of Morphology and Behavior of Modular Robots via Hierarchical Deep Reinforcement Learning
RSS 2023
Efficient Reinforcement Learning for Autonomous Driving with Parameterized Skills and Priors
RSS 2023
Stabilizing Visual Reinforcement Learning via Asymmetric Interactive Cooperation
ICCV 2023
Simoun: Synergizing Interactive Motion-appearance Understanding for Vision-based Reinforcement Learning
ICCV 2023
ReGen: A good Generative Zero-Shot Video Classifier Should be Rewarded
ICCV 2023
GAIT: Generating Aesthetic Indoor Tours with Deep Reinforcement Learning
ICCV 2023
Seeing Beyond the Patch: Scale-Adaptive Semantic Segmentation of High-resolution Remote Sensing Imagery based on Reinforcement Learning
ICCV 2023
UniDexGrasp++: Improving Dexterous Grasping Policy Learning via Geometry-Aware Curriculum and Iterative Generalist-Specialist Learning
ICCV 2023
Neural Collage Transfer: Artistic Reconstruction via Material Manipulation
ICCV 2023
Single Depth-image 3D Reflection Symmetry and Shape Prediction
ICCV 2023
StylerDALLE: Language-Guided Style Transfer Using a Vector-Quantized Tokenizer of a Large-Scale Generative Model
ICCV 2023
Environment Agnostic Representation for Visual Reinforcement Learning
ICCV 2023
ReLeaPS : Reinforcement Learning-based Illumination Planning for Generalized Photometric Stereo
ICCV 2023
Ensemble Reinforcement Learning in Continuous Spaces -- A Hierarchical Multi-Step Approach for Policy Training
IJCAI 2023
Autonomous Exploration for Navigating in MDPs Using Blackbox RL Algorithms
IJCAI 2023
Adaptive Estimation Q-learning with Uncertainty and Familiarity
IJCAI 2023
Complex Contagion Influence Maximization: A Reinforcement Learning Approach
IJCAI 2023
DenseLight: Efficient Control for Large-scale Traffic Signals with Dense Feedback
IJCAI 2023
Adversarial Online Multi-Task Reinforcement Learning
ALT 2023
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