Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems

20 February 2023

Papers citing "Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems"

28 / 28 papers shown

Title
ALLSH: Active Learning Guided by Local Sensitivity and Hardness Shujian Zhang Chengyue Gong Xingchao Liu Pengcheng He Weizhu Chen Mingyuan Zhou 57 26 0 10 May 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 282 264 0 21 Mar 2022
A Minimalist Approach to Offline Reinforcement Learning Scott Fujimoto S. Gu OffRL 114 816 0 12 Jun 2021
Adversarial Intrinsic Motivation for Reinforcement Learning Ishan Durugkar Mauricio Tec S. Niekum Peter Stone OOD 82 41 0 27 May 2021
UBAR: Towards Fully End-to-End Task-Oriented Dialog Systems with GPT-2 Yunyi Yang Yunhao Li Xiaojun Quan 61 190 0 07 Dec 2020
Bayesian Attention Modules Xinjie Fan Shujian Zhang Bo Chen Mingyuan Zhou 135 60 0 20 Oct 2020
Human-centric Dialog Training via Offline Reinforcement Learning Natasha Jaques J. Shen Asma Ghandeharioun Craig Ferguson Àgata Lapedriza Noah J. Jones S. Gu Rosalind W. Picard OffRL 61 95 0 12 Oct 2020
MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems Zhaojiang Lin Andrea Madotto Genta Indra Winata Pascale Fung 64 172 0 25 Sep 2020
Critic Regularized Regression Ziyun Wang Alexander Novikov Konrad Zolna Jost Tobias Springenberg Scott E. Reed ... Noah Y. Siegel J. Merel Çağlar Gülçehre N. Heess Nando de Freitas OffRL 138 324 0 26 Jun 2020
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 318 470 0 10 Mar 2020
ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems Qi Zhu Zheng Zhang Yan Fang Xiang Li Ryuichi Takanobu Jinchao Li Baolin Peng Jianfeng Gao Xiaoyan Zhu Minlie Huang 74 105 0 12 Feb 2020
Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking Jianguo Zhang Kazuma Hashimoto Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 69 167 0 08 Oct 2019
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 449 1,717 0 18 Sep 2019
Way Off-Policy Batch Deep Reinforcement Learning of Implicit Human Preferences in Dialog Natasha Jaques Asma Ghandeharioun J. Shen Craig Ferguson Àgata Lapedriza Noah J. Jones S. Gu Rosalind W. Picard OffRL 99 340 0 30 Jun 2019
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu Andrea Madotto Ehsan Hosseini-Asl Caiming Xiong R. Socher Pascale Fung 73 435 0 21 May 2019
Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models Tiancheng Zhao Kaige Xie M. Eskénazi 65 142 0 23 Feb 2019
Switch-based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning Yuexin Wu Xiujun Li Jingjing Liu Jianfeng Gao Yiming Yang 49 43 0 19 Nov 2018
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling Paweł Budzianowski Tsung-Hsien Wen Bo-Hsiang Tseng I. Casanueva Stefan Ultes Osman Ramadan Milica Gasic 147 1,311 0 29 Sep 2018
Neural Approaches to Conversational AI Jianfeng Gao Michel Galley Lihong Li 76 673 0 21 Sep 2018
A Survey on Dialogue Systems: Recent Advances and New Frontiers Hongshen Chen Xiaorui Liu Dawei Yin Jiliang Tang VLM LLMAG 63 700 0 06 Nov 2017
Learning Robust Rewards with Adversarial Inverse Reinforcement Learning Justin Fu Katie Z Luo Sergey Levine 118 749 0 30 Oct 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 444 18,931 0 20 Jul 2017
Hindsight Experience Replay Marcin Andrychowicz Dwight Crow Alex Ray Jonas Schneider Rachel Fong Peter Welinder Bob McGrew Joshua Tobin Pieter Abbeel Wojciech Zaremba OffRL 239 2,322 0 05 Jul 2017
A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models Chelsea Finn Paul Christiano Pieter Abbeel Sergey Levine OffRL AI4CE GAN 56 353 0 11 Nov 2016
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 273 5,360 0 03 Nov 2016
The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables Chris J. Maddison A. Mnih Yee Whye Teh BDL 151 2,529 0 02 Nov 2016
Generative Adversarial Imitation Learning Jonathan Ho Stefano Ermon GAN 131 3,098 0 10 Jun 2016
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 294 13,214 0 09 Sep 2015