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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
Learning Sentence Representations over Tree Structures for Target-Dependent Classification
NAACL 2018
Neural Math Word Problem Solver with Reinforcement Learning
COLING 2018
Structured Dialogue Policy with Graph Neural Networks
COLING 2018
Ensemble Sequence Level Training for Multimodal MT: OSU-Baidu WMT18 Multimodal Machine Translation System Report
EMNLP 2018
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning
EMNLP 2018
Macquarie University at BioASQ 6b: Deep learning and deep reinforcement learning for query-based summarisation
EMNLP 2018
Reward Estimation for Variance Reduction in Deep Reinforcement Learning
CORL 2018
Learning Unmanned Aerial Vehicle Control for Autonomous Target Following
IJCAI 2018
Virtual-to-Real: Learning to Control in Visual Semantic Segmentation
IJCAI 2018
Organizing Experience: a Deeper Look at Replay Mechanisms for Sample-Based Planning in Continuous State Domains
IJCAI 2018
Toward Diverse Text Generation with Inverse Reinforcement Learning
IJCAI 2018
Policies Modulating Trajectory Generators
CORL 2018
Reinforced Mnemonic Reader for Machine Reading Comprehension
IJCAI 2018
Extracting Action Sequences from Texts Based on Deep Reinforcement Learning
IJCAI 2018
Impression Allocation for Combating Fraud in E-commerce Via Deep Reinforcement Learning with Action Norm Penalty
IJCAI 2018
Implicit Quantile Networks for Distributional Reinforcement Learning
ICML 2018
Coordinated Exploration in Concurrent Reinforcement Learning
ICML 2018
PLASTIC: Prioritize Long and Short-term Information in Top-n Recommendation using Adversarial Training
IJCAI 2018
Deep Reinforcement Learning in Ice Hockey for Context-Aware Player Evaluation
IJCAI 2018
Self-Adaptive Double Bootstrapped DDPG
IJCAI 2018
Multi-modality Sensor Data Classification with Selective Attention
IJCAI 2018
Algorithms or Actions? A Study in Large-Scale Reinforcement Learning
IJCAI 2018
Exploration by Distributional Reinforcement Learning
IJCAI 2018
Cross-modal Bidirectional Translation via Reinforcement Learning
IJCAI 2018
Episodic Memory Deep Q-Networks
IJCAI 2018
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