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Reinforcement Learning

2932 directly classified papers

Papers per year

Papers

Multi-Hop Knowledge Graph Reasoning with Reward Shaping EMNLP 2018
Thread Popularity Prediction and Tracking with a Permutation-invariant Model EMNLP 2018
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management EMNLP 2018
Ensemble Sequence Level Training for Multimodal MT: OSU-Baidu WMT18 Multimodal Machine Translation System Report EMNLP 2018
Learning under Misspecified Objective Spaces CORL 2018
Multi-objective Model-based Policy Search for Data-efficient Learning with Sparse Rewards CORL 2018
Improving Multi-Robot Behavior Using Learning-Based Receding Horizon Task Allocation RSS 2018
Simplifying Reward Design through Divide-and-Conquer RSS 2018
Efficient Model-Based Deep Reinforcement Learning with Variational State Tabulation ICML 2018
GEP-PG: Decoupling Exploration and Exploitation in Deep Reinforcement Learning Algorithms ICML 2018
Path Consistency Learning in Tsallis Entropy Regularized MDPs ICML 2018
Scalable Bilinear Pi Learning Using State and Action Features ICML 2018
Path-Level Network Transformation for Efficient Architecture Search ICML 2018
Policy and Value Transfer in Lifelong Reinforcement Learning ICML 2018
Configurable Markov Decision Processes ICML 2018
Personalized Dynamics Models for Adaptive Assistive Navigation Systems CORL 2018
Learning over Subgoals for Efficient Navigation of Structured, Unknown Environments CORL 2018
GPU-Accelerated Robotic Simulation for Distributed Reinforcement Learning CORL 2018
Risk-Aware Active Inverse Reinforcement Learning CORL 2018
Bayesian RL for Goal-Only Rewards CORL 2018
Autonomous Thermalling as a Partially Observable Markov Decision Process RSS 2018
Sequence-to-Sequence Language Grounding of Non-Markovian Task Specifications RSS 2018
Safe Motion Planning in Unknown Environments: Optimality Benchmarks and Tractable Policies RSS 2018
Sim-to-Real: Learning Agile Locomotion For Quadruped Robots RSS 2018
Reinforcement and Imitation Learning for Diverse Visuomotor Skills RSS 2018