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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
Compilable Neural Code Generation with Compiler Feedback
ACL 2022
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes
ACL 2022
Situated Dialogue Learning through Procedural Environment Generation
ACL 2022
Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning
ACL 2022
Robust Lottery Tickets for Pre-trained Language Models
ACL 2022
Perceiving the World: Question-guided Reinforcement Learning for Text-based Games
ACL 2022
A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization
ACL 2022
Improving Policy Learning via Language Dynamics Distillation
NIPS 2022
Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks
L4DC 2022
Teacher Forcing Recovers Reward Functions for Text Generation
NIPS 2022
Locality Matters: A Scalable Value Decomposition Approach for Cooperative Multi-Agent Reinforcement Learning
AAAI 2022
Experience Replay with Likelihood-free Importance Weights
L4DC 2022
DreamShard: Generalizable Embedding Table Placement for Recommender Systems
NIPS 2022
Scalable Multi-agent Covering Option Discovery based on Kronecker Graphs
NIPS 2022
Invariant Action Effect Model for Reinforcement Learning
AAAI 2022
Dimensionality Reduction and Prioritized Exploration for Policy Search
AISTATS 2022
Offline-to-Online Co-Evolutional User Simulator and Dialogue System
EMNLP 2022
A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems
EMNLP 2022
Efficient (Soft) Q-Learning for Text Generation with Limited Good Data
EMNLP 2022
Revisiting the Roles of “Text” in Text Games
EMNLP 2022
Guiding Abstractive Dialogue Summarization with Content Planning
EMNLP 2022
Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering
EMNLP 2022
Evaluating and Improving Factuality in Multimodal Abstractive Summarization
EMNLP 2022
PantheonRL: A MARL Library for Dynamic Training Interactions
AAAI 2022
Using Graph-Aware Reinforcement Learning to Identify Winning Strategies in Diplomacy Games (Student Abstract)
AAAI 2022
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