publications
Published lead-author papers, followed by preprints.
2026
- MICCAI
DUCX: Decomposing Unfairness in Tool-Using Chest X-ray AgentsIn International Conference on Medical Image Computing and Computer-Assisted Intervention, 2026Oral; early acceptance rate 9% - TNNLS
Forgettable Federated Linear Learning with Certified Data UnlearningIEEE Transactions on Neural Networks and Learning Systems, 2026
2024
- NeurIPS
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation ModelsIn Advances in Neural Information Processing Systems, 2024Acceptance rate 25.8% - MICCAI
Debiased Noise Editing on Foundation Models for Fair Medical Image ClassificationIn International Conference on Medical Image Computing and Computer-Assisted Intervention, 2024Acceptance rate 30% - SaTML
Backdoor Attack on Unpaired Medical Image-Text Foundation Models: A Pilot Study on MedCLIPIn IEEE Conference on Secure and Trustworthy Machine Learning, 2024Acceptance rate 21.5%
2023
- MedIA
Backdoor Attack and Defense in Federated Generative Adversarial Network-based Medical Image SynthesisMedical Image Analysis, 2023Impact Factor 10.9
2022
- SASHIMI
Backdoor Attack is a Devil in Federated GAN-based Medical Image SynthesisIn International Workshop on Simulation and Synthesis in Medical Imaging, 2022
Preprints
2026
- Preprint
RVCBench: Benchmarking the Robustness of Voice Cloning Across Modern Audio Generation Models2026
2025
- Preprint
See-in-Pairs: Reference Image-Guided Comparative Vision-Language Models for Medical Diagnosis2025 - Preprint
Can Generalist Vision-Language Models Rival Specialist Medical VLMs? Benchmarking and Strategic Insights2025 - Preprint
A Closer Look at Personalized Fine-Tuning in Heterogeneous Federated Learning2025
* denotes equal author contribution.