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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
DeepWeave: Accelerating Job Completion Time with Deep Reinforcement Learning-based Coflow Scheduling
IJCAI 2020
Bootstrapped Q-learning with Context Relevant Observation Pruning to Generalize in Text-based Games
EMNLP 2020
Keep CALM and Explore: Language Models for Action Generation in Text-based Games
EMNLP 2020
Named Entity Recognition Only from Word Embeddings
EMNLP 2020
Data Boost: Text Data Augmentation Through Reinforcement Learning Guided Conditional Generation
EMNLP 2020
Few-Shot Multi-Hop Relation Reasoning over Knowledge Bases
EMNLP 2020
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems
EMNLP 2020
Guided Dialogue Policy Learning without Adversarial Learning in the Loop
EMNLP 2020
The Box is in the Pen: Evaluating Commonsense Reasoning in Neural Machine Translation
EMNLP 2020
ArraMon: A Joint Navigation-Assembly Instruction Interpretation Task in Dynamic Environments
EMNLP 2020
Nested-Wasserstein Self-Imitation Learning for Sequence Generation
AISTATS 2020
Independent Skill Transfer for Deep Reinforcement Learning
IJCAI 2020
Reward Prediction Error as an Exploration Objective in Deep RL
IJCAI 2020
Flow-based Intrinsic Curiosity Module
IJCAI 2020
Non-Autoregressive Image Captioning with Counterfactuals-Critical Multi-Agent Learning
IJCAI 2020
Model-Free Real-Time Autonomous Energy Management for a Residential Multi-Carrier Energy System: A Deep Reinforcement Learning Approach
IJCAI 2020
A Deep Reinforcement Learning Approach to Concurrent Bilateral Negotiation
IJCAI 2020
Decentralized MCTS via Learned Teammate Models
IJCAI 2020
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems
ICML 2020
Deep Reinforcement Learning with Robust and Smooth Policy
ICML 2020
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement Learning
ICML 2020
CURL: Contrastive Unsupervised Representations for Reinforcement Learning
ICML 2020
Bidirectional Model-based Policy Optimization
ICML 2020
A Natural Lottery Ticket Winner: Reinforcement Learning with Ordinary Neural Circuits
ICML 2020
Improving the Gating Mechanism of Recurrent Neural Networks
ICML 2020
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