Search Results for author: Kunzhe Huang

Found 3 papers, 3 papers with code

EasyPhoto: Your Smart AI Photo Generator

2 code implementations7 Oct 2023 Ziheng Wu, Jiaqi Xu, Xinyi Zou, Kunzhe Huang, Xing Shi, Jun Huang

By training a digital doppelganger of a specific user ID using 5 to 20 relevant images, the finetuned model (according to the trained LoRA model) allows for the generation of AI photos using arbitrary templates.

RemovalNet: DNN Fingerprint Removal Attacks

1 code implementation23 Aug 2023 Hongwei Yao, Zheng Li, Kunzhe Huang, Jian Lou, Zhan Qin, Kui Ren

After our DNN fingerprint removal attack, the model distance between the target and surrogate models is x100 times higher than that of the baseline attacks, (2) the RemovalNet is efficient.

Bilevel Optimization

Backdoor Defense via Decoupling the Training Process

2 code implementations ICLR 2022 Kunzhe Huang, Yiming Li, Baoyuan Wu, Zhan Qin, Kui Ren

Recent studies have revealed that deep neural networks (DNNs) are vulnerable to backdoor attacks, where attackers embed hidden backdoors in the DNN model by poisoning a few training samples.

backdoor defense Self-Supervised Learning

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