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Deep RL

3861 directly classified papers

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Papers

Sample-based Distributional Policy Gradient L4DC 2022
Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022
Analysis of a Target-Based Actor-Critic Algorithm with Linear Function Approximation AISTATS 2022
Implicitly Regularized RL with Implicit Q-values AISTATS 2022
Online Learning for Unknown Partially Observable MDPs AISTATS 2022
A Dual Approach to Constrained Markov Decision Processes with Entropy Regularization AISTATS 2022
Beyond the Policy Gradient Theorem for Efficient Policy Updates in Actor-Critic Algorithms AISTATS 2022
A Cramér Distance perspective on Quantile Regression based Distributional Reinforcement Learning AISTATS 2022
Adaptive Multi-Goal Exploration AISTATS 2022
Policy Gradient and Actor-Critic Learning in Continuous Time and Space: Theory and Algorithms 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
WarpDrive: Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU JMLR 2022
Adaptive Natural Language Generation for Task-oriented Dialogue via Reinforcement Learning COLING 2022
Interactive Query-Assisted Summarization via Deep Reinforcement Learning NAACL 2022
DynamicTOC: Persona-based Table of Contents for Consumption of Long Documents NAACL 2022
Partner Personas Generation for Dialogue Response Generation NAACL 2022
PLM-based World Models for Text-based Games EMNLP 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022
Red Teaming Language Models with Language Models EMNLP 2022
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning EMNLP 2022
ScienceWorld: Is your Agent Smarter than a 5th Grader? EMNLP 2022
Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization EMNLP 2022
Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering EMNLP 2022
Guiding Abstractive Dialogue Summarization with Content Planning EMNLP 2022