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Fengyuan Ran

Temporal Point Processes AI Security and Privacy Fedrated Continual Learning AI for Software Engineering Multi-Agent 武汉大学 国家网络安全学院

\(@^0^@)/ Hello! I am Fengyuan Ran (冉丰源), a forth-year undergraduate student at Wuhan University majoring in Cyberspace Security as well as a in-coming PHD student about to enroll in the School of Computer Science at Peking University.

🤤I am passionate about scientific research. My research interests lie in multiple areas, including AI Security and Privacy, Multi-Agent, Federated Learning, Graph Learning, Continual Learning, and Optimal Transport.

💡I am open to discussions and potential collaboration opportunities. If you're interested in working with me, don't hesitate to send me an email!

🔥 News

  • 2025.12: Awarded the "Role Model of Luojia" honor (only 10 students university-wide received it annually); 🎯🎯
  • 2025.11: Awarded the Lei Jun Excellence Scholarship (¥100,000; only four undergraduate students university-wide received it annually); 🎯🎯
  • 2025.09: Two papers on Federated Graph Learning and Temporal Point Process are accepted by NeurIPS 2025; 🎉🎉
  • 2025.08: One paper on VR Security is accepted by Ubicomp 2025; 🎉🎉
  • 2025.02: One paper on LLM Jailbreak is accepted by USENIX 2025; 🎉🎉
  • 2024.12: One paper on Temporal Point Process is accepted by AAAI 2025; 🎉🎉

📝 Researchs

NeurIPS 2025
Method_Motion

MOTION: Multi-Sculpt Evolutionary Coarsening for Federated Continual Graph Learning

Fengyuan Ran(as co-first author with equal contributions) and some other authors

Annual Conference on Neural Information Processing Systems(NeurIPS) 2025 [CCF-A]

NeurIPS 2025
Method_TPP-SD

TPP-SD: Accelerating Transformer Point Process Sampling with Speculative Decoding

Fengyuan Ran(as co-first author with equal contributions) and some other authors

Annual Conference on Neural Information Processing Systems(NeurIPS) 2025 [CCF-A]

Ubicomp 2025
vr

HT-Auth: Unobtrusive VR Headset Authentication via Subtle Head Tremors

Zhixiang He, Fengyuan Ran, Jing Chen, Yangyang Gu, Kun He, Ruiying Du, Ju Jia, Cong Wu

ACM International Joint Conference on Pervasive and Ubiquitous Computing/Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies(Ubicomp/IMWUT) 2025 [CCF-A]

USENIX 2025
papilllon

PAPILLON: Effcient and Stealthy Fuzz Testing-Powered Jailbreaks for LLMs

Xueluan Gong, Mingzhe Li, Yilin Zhang, Fengyuan Ran, Chen Chen, Yanjiao Chen, Qian Wang, Kwok-Yan Lam

Usenix Security Symposium(USENIX) 2025 [CCF-A]

AAAI 2025
BAMDD

A Plug-and-Play Bregman ADMM Module for Inferring Event Branches in Temporal Point Processes

Qingmei Wang, Yuxin Wu, Yujie Long, Jing Huang, Fengyuan Ran, Bing Su, Hongteng Xu

The Association for the Advance of Artificial Intelligence(AAAI) 2025 [CCF-A]

Under review
GCC

Learning Multivariate Temporal Point Processes with Granger Causal Consistency Regularization

Fengyuan Ran(as third author) and some other authors

Under review