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Methodology
← Methods
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
AlphaSnake: Policy Iteration on a Nondeterministic NP-Hard Markov Decision Process (Student Abstract)
AAAI 2023
Safety Aware Neural Pruning for Deep Reinforcement Learning (Student Abstract)
AAAI 2023
Towards Safe Reinforcement Learning via OOD Dynamics Detection in Autonomous Driving System (Student Abstract)
AAAI 2023
Learning Generalizable Batch Active Learning Strategies via Deep Q-networks (Student Abstract)
AAAI 2023
Scalable Negotiating Agent Strategy via Multi-Issue Policy Network (Student Abstract)
AAAI 2023
Anti-drifting Feature Selection via Deep Reinforcement Learning (Student Abstract)
AAAI 2023
Facilitating Multi-turn Emotional Support Conversation with Positive Emotion Elicitation: A Reinforcement Learning Approach
ACL 2023
Reward Gaming in Conditional Text Generation
ACL 2023
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback
ACL 2023
ClarifyDelphi: Reinforced Clarification Questions with Defeasibility Rewards for Social and Moral Situations
ACL 2023
Model-Based Simulation for Optimising Smart Reply
ACL 2023
PAL to Lend a Helping Hand: Towards Building an Emotion Adaptive Polite and Empathetic Counseling Conversational Agent
ACL 2023
Scalable and Safe Remediation of Defective Actions in Self-Learning Conversational Systems
ACL 2023
Unsupervised Keyphrase Extraction by Learning Neural Keyphrase Set Function
ACL 2023
Reinforcement Learning for Topic Models
ACL 2023
Critic-Guided Decoding for Controlled Text Generation
ACL 2023
Modeling Adversarial Attack on Pre-trained Language Models as Sequential Decision Making
ACL 2023
Boosting Event Extraction with Denoised Structure-to-Text Augmentation
ACL 2023
Abstract then Play: A Skill-centric Reinforcement Learning Framework for Text-based Games
ACL 2023
GeoDRL: A Self-Learning Framework for Geometry Problem Solving using Reinforcement Learning in Deductive Reasoning
ACL 2023
Adaptive Ordered Information Extraction with Deep Reinforcement Learning
ACL 2023
Generating Dialog Responses with Specified Grammatical Items for Second Language Learning
ACL 2023
Enhancing Educational Dialogues: A Reinforcement Learning Approach for Generating AI Teacher Responses
ACL 2023
Aligning Factual Consistency for Clinical Studies Summarization through Reinforcement Learning
ACL 2023
User Simulator Assisted Open-ended Conversational Recommendation System
ACL 2023
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