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Reinforcement Learning

2932 directly classified papers

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Papers

Reachable Space Characterization of Markov Decision Processes with Time Variability RSS 2019
Network Offloading Policies for Cloud Robotics: A Learning-Based Approach RSS 2019
Harnessing Reinforcement Learning for Neural Motion Planning RSS 2019
Learning Reward Functions by Integrating Human Demonstrations and Preferences RSS 2019
Unsupervised Visuomotor Control through Distributional Planning Networks RSS 2019
Neural Topic Model with Reinforcement Learning EMNLP 2019
Learning to Ask for Conversational Machine Learning EMNLP 2019
Value Iteration Networks on Multiple Levels of Abstraction RSS 2019
Reading Like HER: Human Reading Inspired Extractive Summarization EMNLP 2019
Learning to Walk Via Deep Reinforcement Learning RSS 2019
DESPOT-Alpha: Online POMDP Planning with Large State and Observation Spaces RSS 2019
Reinforcement-based denoising of distantly supervised NER with partial annotation EMNLP 2019
Answer-Supervised Question Reformulation for Enhancing Conversational Machine Comprehension EMNLP 2019
Summary Level Training of Sentence Rewriting for Abstractive Summarization EMNLP 2019
Pun-GAN: Generative Adversarial Network for Pun Generation EMNLP 2019
Teaching Machines to Extract Main Content for Machine Reading Comprehension AAAI 2019
Generating Multiple Diverse Responses for Short-Text Conversation AAAI 2019
Deriving Subgoals Autonomously to Accelerate Learning in Sparse Reward Domains AAAI 2019
A Model-Free Affective Reinforcement Learning Approach to Personalization of an Autonomous Social Robot Companion for Early Literacy Education AAAI 2019
Hierarchical Reinforcement Learning for Course Recommendation in MOOCs AAAI 2019
Surveys without Questions: A Reinforcement Learning Approach AAAI 2019
A Learnable Safety Measure CORL 2019
Self-Paced Contextual Reinforcement Learning CORL 2019
Better-than-Demonstrator Imitation Learning via Automatically-Ranked Demonstrations CORL 2019
Predictive Safety Network for Resource-constrained Multi-agent Systems CORL 2019