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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
Teaching Robots to Interact with Humans in a Smart Environment
IJCAI 2019
Combining parametric and nonparametric models for off-policy evaluation
ICML 2019
Cost-Aware Fine-Grained Recognition for IoTs Based on Sequential Fixations
ICCV 2019
Making History Matter: History-Advantage Sequence Training for Visual Dialog
ICCV 2019
Deep Reinforcement Active Learning for Human-in-the-Loop Person Re-Identification
ICCV 2019
Imitation Learning for Human Pose Prediction
ICCV 2019
Cross-View Policy Learning for Street Navigation
ICCV 2019
Learning to Paint With Model-Based Deep Reinforcement Learning
ICCV 2019
Ego-Pose Estimation and Forecasting As Real-Time PD Control
ICCV 2019
SME-Net: Sparse Motion Estimation for Parametric Video Prediction Through Reinforcement Learning
ICCV 2019
Using Semantic Similarity as Reward for Reinforcement Learning in Sentence Generation
ACL 2019
Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews
EMNLP 2019
DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning
EMNLP 2019
Collaborative Policy Learning for Open Knowledge Graph Reasoning
EMNLP 2019
A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification
ACL 2019
Look Harder: A Neural Machine Translation Model with Hard Attention
ACL 2019
Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards
ACL 2019
Historical Text Normalization with Delayed Rewards
ACL 2019
End-to-end Deep Reinforcement Learning Based Coreference Resolution
ACL 2019
Verifiable and Interpretable Reinforcement Learning through Program Synthesis
AAAI 2019
Adversarial Actor-Critic Method for Task and Motion Planning Problems Using Planning Experience
AAAI 2019
Successor Features Based Multi-Agent RL for Event-Based Decentralized MDPs
AAAI 2019
Deriving Subgoals Autonomously to Accelerate Learning in Sparse Reward Domains
AAAI 2019
Answer-Supervised Question Reformulation for Enhancing Conversational Machine Comprehension
EMNLP 2019
Context-Reinforced Semantic Segmentation
CVPR 2019
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