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Policy Teaching in Reinforcement Learning via Environment Poisoning Attacks

Nov 21, 2020
Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu, Adish Singla

* Journal version of ICML'20 paper. New theoretical results for jointly poisoning rewards and transitions 

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Preference-Based Batch and Sequential Teaching

Oct 17, 2020
Farnam Mansouri, Yuxin Chen, Ara Vartanian, Xiaojin Zhu, Adish Singla

* arXiv admin note: substantial text overlap with arXiv:1910.10944 

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Using Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners

Sep 05, 2020
Yun-Shiuan Chuang, Xuezhou Zhang, Yuzhe Ma, Mark K. Ho, Joseph L. Austerweil, Xiaojin Zhu

* 21 pages, 4 figures 

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Learning to Read through Machine Teaching

Jul 02, 2020
Ayon Sen, Christopher R. Cox, Matthew Cooper Borkenhagen, Mark S. Seidenberg, Xiaojin Zhu


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The Teaching Dimension of Q-learning

Jun 16, 2020
Xuezhou Zhang, Shubham Kumar Bharti, Yuzhe Ma, Adish Singla, Xiaojin Zhu


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Theory of Machine Learning Debugging via M-estimation

Jun 16, 2020
Xiaomin Zhang, Xiaojin Zhu, Po-Ling Loh


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Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning

Mar 28, 2020
Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu, Adish Singla


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Adaptive Reward-Poisoning Attacks against Reinforcement Learning

Mar 27, 2020
Xuezhou Zhang, Yuzhe Ma, Adish Singla, Xiaojin Zhu


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Policy Poisoning in Batch Reinforcement Learning and Control

Oct 31, 2019
Yuzhe Ma, Xuezhou Zhang, Wen Sun, Xiaojin Zhu

* NeurIPS 2019 

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A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning

Oct 30, 2019
Xuanqing Liu, Si Si, Xiaojin Zhu, Yang Li, Cho-Jui Hsieh

* NeurIPS 2019 camera-ready 

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Preference-Based Batch and Sequential Teaching: Towards a Unified View of Models

Oct 24, 2019
Farnam Mansouri, Yuxin Chen, Ara Vartanian, Xiaojin Zhu, Adish Singla

* NeurIPS 2019 

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Error Lower Bounds of Constant Step-size Stochastic Gradient Descent

Oct 18, 2019
Zhiyan Ding, Yiding Chen, Qin Li, Xiaojin Zhu


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Can We Distinguish Machine Learning from Human Learning?

Oct 08, 2019
Vicki Bier, Paul B. Kantor, Gary Lupyan, Xiaojin Zhu

* 14pp. 5 fig. Working Paper 

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Should Adversarial Attacks Use Pixel p-Norm?

Jun 06, 2019
Ayon Sen, Xiaojin Zhu, Liam Marshall, Robert Nowak


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Fooling Computer Vision into Inferring the Wrong Body Mass Index

May 16, 2019
Owen Levin, Zihang Meng, Vikas Singh, Xiaojin Zhu


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Data Poisoning against Differentially-Private Learners: Attacks and Defenses

Mar 23, 2019
Yuzhe Ma, Xiaojin Zhu, Justin Hsu


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Online Data Poisoning Attack

Mar 05, 2019
Xuezhou Zhang, Xiaojin Zhu


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Optimal Adversarial Attack on Autoregressive Models

Feb 01, 2019
Yiding Chen, Xiaojin Zhu


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An Optimal Control View of Adversarial Machine Learning

Nov 11, 2018
Xiaojin Zhu


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Adversarial Attacks on Stochastic Bandits

Oct 29, 2018
Kwang-Sung Jun, Lihong Li, Yuzhe Ma, Xiaojin Zhu

* accepted to NIPS 

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An Optimal Control Approach to Sequential Machine Teaching

Oct 16, 2018
Laurent Lessard, Xuezhou Zhang, Xiaojin Zhu


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Data Poisoning Attacks in Contextual Bandits

Aug 24, 2018
Yuzhe Ma, Kwang-Sung Jun, Lihong Li, Xiaojin Zhu

* GameSec 2018 

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Program Synthesis from Visual Specification

Jun 04, 2018
Evan Hernandez, Ara Vartanian, Xiaojin Zhu


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Teacher Improves Learning by Selecting a Training Subset

Feb 25, 2018
Yuzhe Ma, Robert Nowak, Philippe Rigollet, Xuezhou Zhang, Xiaojin Zhu

* AISTATS 2018 

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Training Set Debugging Using Trusted Items

Jan 24, 2018
Xuezhou Zhang, Xiaojin Zhu, Stephen J. Wright

* AAAI 2018 

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An Overview of Machine Teaching

Jan 18, 2018
Xiaojin Zhu, Adish Singla, Sandra Zilles, Anna N. Rafferty

* A tutorial document grown out of NIPS 2017 Workshop on Teaching Machines, Robots, and Humans 

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Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?

Jun 04, 2017
Vraj Shah, Arun Kumar, Xiaojin Zhu

* 14 pages 

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Analysis of a Design Pattern for Teaching with Features and Labels

Nov 18, 2016
Christopher Meek, Patrice Simard, Xiaojin Zhu

* Also available at https://www.microsoft.com/en-us/research/publication/a-design-pattern-for-teaching-with-features-and-labels/ 

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The Teaching Dimension of Linear Learners

Dec 07, 2015
Ji Liu, Xiaojin Zhu


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