Using Machine Teaching to Investigate Human Assumptions when Teaching
Reinforcement Learners

Using Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners

5 September 2020

Yun-Shiuan Chuang

Joseph L. Austerweil

Papers citing "Using Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners"

19 / 19 papers shown

Title
Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning Amin Rakhsha Goran Radanović R. Devidze Xiaojin Zhu Adish Singla AAML OffRL 50 121 0 28 Mar 2020
Adaptive Reward-Poisoning Attacks against Reinforcement Learning Xuezhou Zhang Yuzhe Ma Adish Singla Xiaojin Zhu AAML 44 124 0 27 Mar 2020
Preference-Based Batch and Sequential Teaching: Towards a Unified View of Models Farnam Mansouri Yuxin Chen Ara Vartanian Xiaojin Zhu Adish Singla 113 33 0 24 Oct 2019
Policy Poisoning in Batch Reinforcement Learning and Control Yuzhe Ma Xuezhou Zhang Wen Sun Xiaojin Zhu AAML OffRL 41 109 0 13 Oct 2019
Learner-aware Teaching: Inverse Reinforcement Learning with Preferences and Constraints Sebastian Tschiatschek Ahana Ghosh Luis Haug R. Devidze Adish Singla 52 43 0 02 Jun 2019
Interactive Teaching Algorithms for Inverse Reinforcement Learning Parameswaran Kamalaruban R. Devidze Volkan Cevher Adish Singla 87 64 0 28 May 2019
Online Data Poisoning Attack Xuezhou Zhang Xiaojin Zhu Laurent Lessard AAML 15 28 0 05 Mar 2019
Adversarial Attacks on Stochastic Bandits Kwang-Sung Jun Lihong Li Yuzhe Ma Xiaojin Zhu AAML 186 124 0 29 Oct 2018
Teaching Inverse Reinforcement Learners via Features and Demonstrations Luis Haug Sebastian Tschiatschek Adish Singla 61 51 0 21 Oct 2018
An Optimal Control Approach to Sequential Machine Teaching Laurent Lessard Xuezhou Zhang Xiaojin Zhu 103 35 0 15 Oct 2018
Machine Teaching of Active Sequential Learners Tomi Peltola M. Çelikok Pedram Daee Samuel Kaski 41 25 0 08 Sep 2018
Data Poisoning Attacks against Online Learning Yizhen Wang Kamalika Chaudhuri AAML 45 92 0 27 Aug 2018
Data Poisoning Attacks in Contextual Bandits Yuzhe Ma Kwang-Sung Jun Lihong Li Xiaojin Zhu AAML 33 67 0 17 Aug 2018
Teaching Multiple Concepts to a Forgetful Learner Anette Hunziker Yuxin Chen Oisin Mac Aodha Manuel Gomez Rodriguez Andreas Krause Pietro Perona Yisong Yue Adish Singla CLL 92 39 0 21 May 2018
Machine Teaching for Inverse Reinforcement Learning: Algorithms and Applications Daniel S. Brown S. Niekum OffRL 40 82 0 20 May 2018
Addressing Function Approximation Error in Actor-Critic Methods Scott Fujimoto H. V. Hoof David Meger OffRL 157 5,121 0 26 Feb 2018
An Overview of Machine Teaching Xiaojin Zhu Adish Singla Sandra Zilles Anna N. Rafferty 47 177 0 18 Jan 2018
Iterative Machine Teaching Weiyang Liu Bo Dai Ahmad Humayun C. Tay Chen Yu Linda B. Smith James M. Rehg Le Song 86 142 0 30 May 2017
Interactive Learning from Policy-Dependent Human Feedback J. MacGlashan Mark K. Ho R. Loftin Bei Peng Guan Wang David L. Roberts Matthew E. Taylor Michael L. Littman 56 296 0 21 Jan 2017