no code implementations • 28 Nov 2023 • Ming-Yu Chung, Sheng-Yen Chou, Chia-Mu Yu, Pin-Yu Chen, Sy-Yen Kuo, Tsung-Yi Ho
Dataset distillation offers a potential means to enhance data efficiency in deep learning.
1 code implementation • 27 Nov 2023 • Shengwei An, Sheng-Yen Chou, Kaiyuan Zhang, QiuLing Xu, Guanhong Tao, Guangyu Shen, Siyuan Cheng, Shiqing Ma, Pin-Yu Chen, Tsung-Yi Ho, Xiangyu Zhang
Diffusion models (DM) have become state-of-the-art generative models because of their capability to generate high-quality images from noises without adversarial training.
1 code implementation • NeurIPS 2023 • Sheng-Yen Chou, Pin-Yu Chen, Tsung-Yi Ho
This paper presents a unified backdoor attack framework (VillanDiffusion) to expand the current scope of backdoor analysis for DMs.
1 code implementation • CVPR 2023 • Sheng-Yen Chou, Pin-Yu Chen, Tsung-Yi Ho
To gain a better understanding of the limitations and potential risks, this paper presents the first study on the robustness of diffusion models against backdoor attacks.