2026
Privacy Déjà Vu: Re-emergence of Sensitive Samples in Continual Fine-tuning
AAAI
Under Review
TIEM: Temporal Integration of Hypergraph Evidence and Skill Memory for Event-Driven Financial Forecasting
ICLR
Under Review
Secure-by-Disguise: A Systematic Evaluation of Image Disguising for Confidential Medical Image Modeling
Guided undergraduate student Jason Rojas, now at IBM.
2025
Membership Inference Attacks on Recommender System: A Survey
ACM Computing Surveys
Under Review
Collaborating institutions: University of Cincinnati, University of Southern California
Auditing Approximate Machine Unlearning for Differentially Private Models
RecPS: Privacy Risk Scoring for Recommender Systems
Adaptive Domain Inference Attack with Concept Hierarchy
Volume-Wise Task fMRI Decoding with Deep Learning
Under Review