L-AutoDA: Large Language Models for Automatically Evolving Decision-based Adversarial Attacks

Author:

Guo Ping12ORCID,Liu Fei12ORCID,Lin Xi12ORCID,Zhao Qingchuan1ORCID,Zhang Qingfu12ORCID

Affiliation:

1. City University of Hong Kong, Hong Kong, Hong Kong

2. CityU Shenzhen Research Institute, Shenzhen, China

Publisher

ACM

Reference45 articles.

1. Jason Blocklove, Siddharth Garg, Ramesh Karri, and Hammond Pearce. 2023. Chip-Chat: Challenges and Opportunities in Conversational Hardware Design. arXiv preprint arXiv:2305.13243 (2023).

2. Wieland Brendel, Jonas Rauber, and Matthias Bethge. 2018. Decision-Based Adversarial Attacks: Reliable Attacks Against Black-Box Machine Learning Models. In 6th International Conference on Learning Representations, (ICLR). OpenReview.net.

3. Yulong Cao, Chaowei Xiao, Benjamin Cyr, Yimeng Zhou, Won Park, Sara Rampazzi, Qi Alfred Chen, Kevin Fu, and Z. Morley Mao. 2019. Adversarial Sensor Attack on LiDAR-based Perception in Autonomous Driving. In Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications Security, (CCS). ACM.

4. Anirban Chakraborty Manaar Alam Vishal Dey Anupam Chattopadhyay and Debdeep Mukhopadhyay. 2021. A survey on adversarial attacks and defences. CAAI Trans. Intell. Technol. (2021). 10.1049/CIT2.12028

5. Jianbo Chen, Michael I. Jordan, and Martin J. Wainwright. 2020. HopSkipJumpAttack: A Query-Efficient Decision-Based Attack. In 2020 IEEE Symposium on Security and Privacy, (SP). IEEE.

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