Ruinan Jin

Ruinan Jin

PhD Researcher ยท Trustworthy Medical AI

Publications

* Denotes equal author contribution
Figure 1
Forgettable Federated Linear Learning with Certified Data Removal
 Jin, R., Chen, M., Zhang, Q., & Li, X.
Under Review Minor revision, IEEE TNNLS (2026)  Best Paper @ WWW FL@FM
Figure 1
RVCBench: Benchmarking the Robustness of Voice Cloning Across Modern Audio Generation Models
Liao, X.*, Jin, R.*, Yu, H. & Li, X.
Preprint Under Review (2025)
Figure 1
See-in-Pairs: Reference Image-Guided Comparative Vision-Language Models for Medical Diagnosis
 Jin, R., Huang, G., Shen, X., Zhang, Q., Tang, YS & Li, X.
Preprint Under Review (2025)
Figure 1
Can Common VLMs Rival Medical VLMs? Evaluation and Strategic Insights
 Zhong, Y.*, Jin, R.*, Li, X. & Dou, Q.
Preprint Under Review (2025)
Figure 1
A Closer Look at Personalized Fine-Tuning in Heterogeneous Federated Learning
 Chen, M.*, Ghoukasian, H.*, Jin, R.*, Wang, Z., Karimireddy, SP., & Li, X.
Preprint Under Review (2025)
Figure 1
Federated Virtual Learning on Heterogeneous Data with Local-global Distillation
 Huang, CY., Jin, R., Zhao, C., Xu, D. & Li, X.
TMLR 2025 Transactions on Machine Learning Research
Figure 1
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models
 Jin, R.*, Xu, Z.*, Zhong, Y.*, Yao, Q., Dou, Q., Zou, K. & Li, X.
NeurIPS 2024
Figure 1
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification
 Jin, R., Deng, W., Chen, M., & Li, X.
MICCAI 2024
Figure 1
Backdoor Attack on Unpaired Medical Image-Text Foundation Models: A Pilot Study on MedCLIP
 Jin, R., Huang, CY., You, C., & Li, X.
SaTML 2024 IEEE Conf. on Secure and Trustworthy Machine Learning
Figure 1
Backdoor Attack and Defense in Federated Generative Adversarial Network-based Medical Image Synthesis
 Jin, R., & Li, X.
MIA 2023 Medical Image Analysis
Figure 1
Backdoor Attack is a Devil in Federated GAN-based Medical Image Synthesis
 Jin, R., & Li, X.
SASHIMI 2022 Workshop on Simulation and Synthesis in Medical Imaging @ MICCAI