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Methodology
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Reinforcement Learning
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Methods
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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
Information Theoretic Model Predictive Q-Learning
L4DC 2020
Feynman-Kac Neural Network Architectures for Stochastic Control Using Second-Order FBSDE Theory
L4DC 2020
Learning the model-free linear quadratic regulator via random search
L4DC 2020
A Theoretical Analysis of Deep Q-Learning
L4DC 2020
Scalable Reinforcement Learning of Localized Policies for Multi-Agent Networked Systems
L4DC 2020
Practical Reinforcement Learning For MPC: Learning from sparse objectives in under an hour on a real robot
L4DC 2020
Progressive Relation Learning for Group Activity Recognition
CVPR 2020
Predicting Goal-Directed Human Attention Using Inverse Reinforcement Learning
CVPR 2020
Reinforced Feature Points: Optimizing Feature Detection and Description for a High-Level Task
CVPR 2020
PADS: Policy-Adapted Sampling for Visual Similarity Learning
CVPR 2020
Mitigating Bias in Face Recognition Using Skewness-Aware Reinforcement Learning
CVPR 2020
Dynamic Face Video Segmentation via Reinforcement Learning
CVPR 2020
Optical Non-Line-of-Sight Physics-Based 3D Human Pose Estimation
CVPR 2020
Learning When and Where to Zoom With Deep Reinforcement Learning
CVPR 2020
UNAS: Differentiable Architecture Search Meets Reinforcement Learning
CVPR 2020
RL-CycleGAN: Reinforcement Learning Aware Simulation-to-Real
CVPR 2020
Straight to the Point: Fast-Forwarding Videos via Reinforcement Learning Using Textual Data
CVPR 2020
Sketch Less for More: On-the-Fly Fine-Grained Sketch-Based Image Retrieval
CVPR 2020
Selective Transfer With Reinforced Transfer Network for Partial Domain Adaptation
CVPR 2020
PFRL: Pose-Free Reinforcement Learning for 6D Pose Estimation
CVPR 2020
Fast Template Matching and Update for Video Object Tracking and Segmentation
CVPR 2020
Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation
CVPR 2020
Model-Based Reinforcement Learning with Value-Targeted Regression
L4DC 2020
Generalized Representation Learning Methods for Deep Reinforcement Learning
IJCAI 2020
Towards High-Level Intrinsic Exploration in Reinforcement Learning
IJCAI 2020
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