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Policy Learning

2,076 papers

Papers per year

23
23
216
153
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Papers

Multiagent Decision Making For Maritime Traffic Management AAAI 2019
Switch-Based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning AAAI 2019
Performance Guarantees for Homomorphisms beyond Markov Decision Processes AAAI 2019
Machine Teaching for Inverse Reinforcement Learning: Algorithms and Applications AAAI 2019
Personalized Robot Tutoring Using the Assistive Tutor POMDP (AT-POMDP) AAAI 2019
Imitation Learning from Observation AAAI 2019
Learning Options with Interest Functions AAAI 2019
Logic-Based Sequential Decision-Making AAAI 2019
Multi-Task Semantic Dependency Parsing with Policy Gradient for Learning Easy-First Strategies ACL 2019
An Imitation Learning Approach to Unsupervised Parsing ACL 2019
Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning ACL 2019
Know More about Each Other: Evolving Dialogue Strategy via Compound Assessment ACL 2019
What Should I Ask? Using Conversationally Informative Rewards for Goal-oriented Visual Dialog. ACL 2019
Unified Policy Optimization for Robust Reinforcement Learning ACML 2019
Active Exploration in Markov Decision Processes AISTATS 2019
Risk-Sensitive Generative Adversarial Imitation Learning AISTATS 2019
The Termination Critic AISTATS 2019
Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems AISTATS 2019
Optimizing over a Restricted Policy Class in MDPs AISTATS 2019
Sample-Efficient Imitation Learning via Generative Adversarial Nets AISTATS 2019
Accelerating Imitation Learning with Predictive Models AISTATS 2019
Representation Learning on Graphs: A Reinforcement Learning Application AISTATS 2019
Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches COLT 2019
Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog EMNLP 2019
Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation EMNLP 2019