Publications

Yexiao He, Ziyao Wang, Zheyu Shen, Guoheng Sun, Yucong Dai, Yongkai Wu, Hongyi Wang, Ang Li (2024). SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning. Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024).

Ziyao Wang, Bowei Tian, Yexiao He, Zheyu Shen, Luyang Liu, Ang Li (2024). One Shot is All You Need: An Emergent Ability of Foundation Models in Federated Fine-Tuning. Under Review of ICLR 2025.

Ziyao Wang, Zheyu Shen, Yexiao He, Guoheng Sun, Hongyi Wang, Lingjuan Lyu, Ang Li (2024). FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations. Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024).

Ziyao Wang, Jianyu Wang, Ang Li (2023). FedHyper: A Universal and Robust Learning Rate Scheduler for Federated Learning with Hypergradient Descent. The Twelfth International Conference on Learning Representations (ICLR 2024).

Ziyao Wang, Thai Le, Dongwon Lee (2023). UPTON: Preventing Authorship Leakage from Public Text Release via Data Poisoning. Findings of The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP-Findings).

Peihao Wang, Qiyu Li, Longxuan Yu, Ziyao Wang, Ang Li, Haojian Jin (2023). Moderator: Moderating Text-to-Image Diffusion Models through Fine-grained Context-based Policies. The 31st ACM Conference on Computer and Communications Security (CCS 2024 Distinguished Paper Award).

Xueluan Gong, Ziyao Wang, Yanjiao Chen, Meng Xue, Qian Wang, Chao Shen (2023). Kaleidoscope: Triggering Backdoor with RGB Filters. IEEE Transactions on Dependable and Secure Computing (TDSC).

Xueluan Gong, Ziyao Wang, Yanjiao Chen, Qian Wang, Cong Wang, Chao Shen (2023). NetGuard: Protecting Commercial Web APIs from Model Inversion Attacks using GAN-generated Fake Samples. The World Web Conference (WWW 2023).

Xueluan Gong, Yanjiao Chen, Huayang Huang, Weihan Kong, Ziyao Wang, Qian Wang, Chao Shen (2022). KERBNET: A QoE-aware Kernel-Based Backdoor Attack Framework. IEEE Transactions on Dependable and Secure Computing (TDSC).

Xueluan Gong, Ziyao Wang, Shuaike Li, Yanjiao Chen, Qian Wang (2022). A GAN-based Defense Framework against Model Inversion Attacks. IEEE Transactions on Information Forensics and Security (TIFS).