Hybrid Batch Attacks: Finding Black-box Adversarial Examples with Limited Queries

Fnu Suya, Jianfeng Chi, David Evans, Yuan Tian
July 2020
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Abstract

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Type
Conference paper
Publication
In 29th USENIX Security Symposium (USENIX Security)
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Fnu Suya
Fnu Suya
PhD grad in 2022, now AP at University of Tennessee, Knoxville

I am a tenure-track Assistant Professor in the Min H. Kao Department of Electrical Engineering and Computer Science at the University of Tennessee, Knoxville. From Oct 2023 to July 2024, I was a MC2 Postdoctoral Fellow at the Maryland Cybersecurity Center (MC2) at the University of Maryland, College Park. I received my Ph.D. degree in Computer Science from the University of Virginia, advised by Prof. David Evans and Prof. Yuan Tian at UCLA. I am interested in machine learning for security and the trustworthy aspects of machine learning, especially in malicious training environments.

Jianfeng Chi
Jianfeng Chi
PhD grad in 2022, now Research Scientist at Meta Superintelligence Labs

I am a research scientist at Meta Superintelligence Labs, working on LLM alignment and reasoning. Previously, I obtained my Ph.D. degree in Computer Science from the University of Virginia in 2022, and did research in Machine Learning and Natural Language Processing, with a focus on ML/AI safety.

Yuan Tian
Yuan Tian
Associate Professor

My research interests involve security and privacy and their interactions with computer systems, machine learning, and human-computer interaction.