Diluted Near-Optimal Expert Demonstrations for Guiding Dialogue Stochastic Policy Optimisation

25 November 2020

Papers citing "Diluted Near-Optimal Expert Demonstrations for Guiding Dialogue Stochastic Policy Optimisation"

25 / 25 papers shown

Title
Semi-Supervised Dialogue Policy Learning via Stochastic Reward Estimation Xinting Huang Jianzhong Qi Yu Sun Rui Zhang OffRL 115 18 0 09 May 2020
Integrating Behavior Cloning and Reinforcement Learning for Improved Performance in Dense and Sparse Reward Environments Vinicius G. Goecks Gregory M. Gremillion Vernon J. Lawhern J. Valasek Nicholas R. Waytowich OffRL 60 31 0 09 Oct 2019
Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog Ryuichi Takanobu Hanlin Zhu Minlie Huang 95 92 0 28 Aug 2019
Learning Montezuma's Revenge from a Single Demonstration Tim Salimans Richard J. Chen 112 139 0 08 Dec 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 119 144 0 15 Oct 2018
Neural Approaches to Conversational AI Jianfeng Gao Michel Galley Lihong Li 111 676 0 21 Sep 2018
Reinforcement Learning from Imperfect Demonstrations Yang Gao Huazhe Xu Ji Lin Feng Yu Sergey Levine Trevor Darrell 74 202 0 14 Feb 2018
Sample Efficient Deep Reinforcement Learning for Dialogue Systems with Large Action Spaces Gellert Weisz Paweł Budzianowski Pei-hao Su Milica Gasic 35 83 0 11 Feb 2018
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Tuomas Haarnoja Aurick Zhou Pieter Abbeel Sergey Levine 317 8,406 0 04 Jan 2018
A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management I. Casanueva Paweł Budzianowski Pei-hao Su N. Mrksic Tsung-Hsien Wen Stefan Ultes L. Rojas-Barahona S. Young Milica Gasic OffRL 139 54 0 29 Nov 2017
Learning Robust Rewards with Adversarial Inverse Reinforcement Learning Justin Fu Katie Z Luo Sergey Levine 129 757 0 30 Oct 2017
Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management Pei-hao Su Paweł Budzianowski Stefan Ultes Milica Gasic S. Young OffRL 127 130 0 01 Jul 2017
Reinforcement Learning with Deep Energy-Based Policies Tuomas Haarnoja Haoran Tang Pieter Abbeel Sergey Levine 115 1,343 0 27 Feb 2017
Sample Efficient Actor-Critic with Experience Replay Ziyun Wang V. Bapst N. Heess Volodymyr Mnih Rémi Munos Koray Kavukcuoglu Nando de Freitas 104 762 0 03 Nov 2016
Policy Networks with Two-Stage Training for Dialogue Systems Mehdi Fatemi Layla El Asri Hannes Schulz Jing He Kaheer Suleman OffRL 68 108 0 10 Jun 2016
Continuously Learning Neural Dialogue Management Pei-hao Su Milica Gasic N. Mrksic L. Rojas-Barahona Stefan Ultes David Vandyke Tsung-Hsien Wen S. Young 74 122 0 08 Jun 2016
Safe and Efficient Off-Policy Reinforcement Learning Rémi Munos T. Stepleton Anna Harutyunyan Marc G. Bellemare OffRL 138 617 0 08 Jun 2016
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems Pei-hao Su Milica Gasic N. Mrksic L. Rojas-Barahona Stefan Ultes David Vandyke Tsung-Hsien Wen S. Young OffRL 80 170 0 24 May 2016
Dueling Network Architectures for Deep Reinforcement Learning Ziyun Wang Tom Schaul Matteo Hessel H. V. Hasselt Marc Lanctot Nando de Freitas OffRL 91 3,768 0 20 Nov 2015
Deep Reinforcement Learning with Double Q-learning H. V. Hasselt A. Guez David Silver OffRL 172 7,662 0 22 Sep 2015
Trust Region Policy Optimization John Schulman Sergey Levine Philipp Moritz Michael I. Jordan Pieter Abbeel 279 6,796 0 19 Feb 2015
Learning to Search Better Than Your Teacher Kai-Wei Chang A. Krishnamurthy Alekh Agarwal Hal Daumé John Langford OffRL 67 232 0 08 Feb 2015
Reinforcement and Imitation Learning via Interactive No-Regret Learning Stéphane Ross J. Andrew Bagnell OffRL 153 264 0 23 Jun 2014
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 129 12,265 0 19 Dec 2013
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning Stéphane Ross Geoffrey J. Gordon J. Andrew Bagnell OffRL 251 3,233 0 02 Nov 2010