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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
DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning
IJCNLP 2019
Deictic Image Mapping: An Abstraction for Learning Pose Invariant Manipulation Policies
AAAI 2019
Attention-Aware Sampling via Deep Reinforcement Learning for Action Recognition
AAAI 2019
Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning
IJCNLP 2019
Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference
IJCNLP 2019
Revisiting the Softmax Bellman Operator: New Benefits and New Perspective
ICML 2019
SOLAR: Deep Structured Representations for Model-Based Reinforcement Learning
ICML 2019
VidyutVanika: A Reinforcement Learning Based Broker Agent for a Power Trading Competition
AAAI 2019
Deep Reinforcement Learning for Syntactic Error Repair in Student Programs
AAAI 2019
Combo-Action: Training Agent For FPS Game with Auxiliary Tasks
AAAI 2019
A Deep Reinforcement Learning Framework for Rebalancing Dockless Bike Sharing Systems
AAAI 2019
Deep Reinforcement Learning for Green Security Games with Real-Time Information
AAAI 2019
Deep Reinforcement Learning for Ride-sharing Dispatching and Repositioning
IJCAI 2019
CRSRL: Customer Routing System Using Reinforcement Learning
IJCAI 2019
Leveraging Human Guidance for Deep Reinforcement Learning Tasks
IJCAI 2019
Recent Advances in Imitation Learning from Observation
IJCAI 2019
A Survey of Reinforcement Learning Informed by Natural Language
IJCAI 2019
LTL and Beyond: Formal Languages for Reward Function Specification in Reinforcement Learning
IJCAI 2019
Learning Interpretable Relational Structures of Hinge-loss Markov Random Fields
IJCAI 2019
Energy-Efficient Slithering Gait Exploration for a Snake-Like Robot Based on Reinforcement Learning
IJCAI 2019
Counterexample-Guided Strategy Improvement for POMDPs Using Recurrent Neural Networks
IJCAI 2019
RLTM: An Efficient Neural IR Framework for Long Documents
IJCAI 2019
A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer
IJCAI 2019
Building Personalized Simulator for Interactive Search
IJCAI 2019
Playing Card-Based RTS Games with Deep Reinforcement Learning
IJCAI 2019
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