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Deep Learning
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Reinforcement Learning
1263 directly classified papers
Papers per year
2006: 1
2007: 2
2008: 3
2009: 2
2010: 1
2011: 2
2012: 3
2013: 2
2014: 3
2015: 2
2016: 8
2017: 44
2018: 95
2019: 134
2020: 123
2021: 131
2022: 143
2023: 127
2024: 194
2025: 240
2026: 3
Papers
Towards Comprehensive Description Generation from Factual Attribute-value Tables
ACL 2019
Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation
AAAI 2019
Deliberate Attention Networks for Image Captioning
AAAI 2019
A Comparative Analysis of Expected and Distributional Reinforcement Learning
AAAI 2019
Towards Better Interpretability in Deep Q-Networks
AAAI 2019
On Reinforcement Learning for Full-Length Game of StarCraft
AAAI 2019
An Investigation of Model-Free Planning
ICML 2019
Structured agents for physical construction
ICML 2019
Data-Anonymous Encoding for Text-to-SQL Generation
EMNLP 2019
An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation
EMNLP 2019
Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses
EMNLP 2019
Theoretical Analysis of Efficiency and Robustness of Softmax and Gap-Increasing Operators in Reinforcement Learning
AISTATS 2019
Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization
EMNLP 2019
SoftRegex: Generating Regex from Natural Language Descriptions using Softened Regex Equivalence
EMNLP 2019
Multi-Task Semantic Dependency Parsing with Policy Gradient for Learning Easy-First Strategies
ACL 2019
Reinforced Dynamic Reasoning for Conversational Question Generation
ACL 2019
Deictic Image Mapping: An Abstraction for Learning Pose Invariant Manipulation Policies
AAAI 2019
A Deep Reinforcement Learning Based Multi-Step Coarse to Fine Question Answering (MSCQA) System
AAAI 2019
Neural Machine Translation with Adequacy-Oriented Learning
AAAI 2019
Long Short-Term Memory with Dynamic Skip Connections
AAAI 2019
Learning to Communicate and Solve Visual Blocks-World Tasks
AAAI 2019
Diversity-Driven Extensible Hierarchical Reinforcement Learning
AAAI 2019
Deep Reinforcement Learning for Green Security Games with Real-Time Information
AAAI 2019
SDRL: Interpretable and Data-Efficient Deep Reinforcement Learning Leveraging Symbolic Planning
AAAI 2019
Fully Convolutional Network with Multi-Step Reinforcement Learning for Image Processing
AAAI 2019
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