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Reinforcement Learning

2932 directly classified papers

Papers per year

Papers

Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation AISTATS 2022
Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions AISTATS 2022
Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022
Greedification Operators for Policy Optimization: Investigating Forward and Reverse KL Divergences JMLR 2022
On Instrumental Variable Regression for Deep Offline Policy Evaluation JMLR 2022
Graph Partitioning and Sparse Matrix Ordering using Reinforcement Learning and Graph Neural Networks JMLR 2022
d3rlpy: An Offline Deep Reinforcement Learning Library JMLR 2022
Global Optimality and Finite Sample Analysis of Softmax Off-Policy Actor Critic under State Distribution Mismatch JMLR 2022
Controllable Text Simplification with Deep Reinforcement Learning IJCNLP 2022
Different Data, Different Modalities! Reinforced Data Splitting for Effective Multimodal Information Extraction from Social Media Posts COLING 2022
Reinforcement Learning with Large Action Spaces for Neural Machine Translation COLING 2022
Learning Natural Language Generation with Truncated Reinforcement Learning NAACL 2022
Learning to Selectively Learn for Weakly Supervised Paraphrase Generation with Model-based Reinforcement Learning NAACL 2022
Go Back in Time: Generating Flashbacks in Stories with Event Temporal Prompts NAACL 2022
A Shoulder to Cry on: Towards A Motivational Virtual Assistant for Assuaging Mental Agony NAACL 2022
AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization NAACL 2022
Interactive Query-Assisted Summarization via Deep Reinforcement Learning NAACL 2022
Data Augmentation with Dual Training for Offensive Span Detection NAACL 2022
PPL-MCTS: Constrained Textual Generation Through Discriminator-Guided MCTS Decoding NAACL 2022
SURF: Semantic-level Unsupervised Reward Function for Machine Translation NAACL 2022
Learning as Conversation: Dialogue Systems Reinforced for Information Acquisition NAACL 2022
DynamicTOC: Persona-based Table of Contents for Consumption of Long Documents NAACL 2022
Partner Personas Generation for Dialogue Response Generation NAACL 2022
Aligning to Social Norms and Values in Interactive Narratives NAACL 2022
NSGZero: Efficiently Learning Non-exploitable Policy in Large-Scale Network Security Games with Neural Monte Carlo Tree Search AAAI 2022