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Hongwei Yang

3 accepted papers

2025

Circumventing Backdoor Space via Weight Symmetry

ICML 2025poster

Deep neural networks are vulnerable to backdoor attacks, where malicious behaviors are implanted during training. While existing defenses can effectively purify compromised models, they typically require labeled data or specific training procedures, making them difficult to apply beyond supervised l…

2025

LossControl: Defending Membership Inference Attacks by Controlling the Loss

ICASSP 2025accepted

Machine learning models are vulnerable to membership inference attacks (MIAs), where adversaries attempt to predict whether specific samples are part of the model’s training set. Previous studies have demonstrated a strong correlation between the distinguishability of training and testing loss distr…

Cited by 0SourceScholar
2024

How to Bridge Graph and Sequence Patterns in Session-Based Recommendation? A Self-Supervised Method

ICASSP 2024accepted

Session-based Recommendation aims to reveal the item distribution patterns in anonymous session sequences. Most existing approaches model the distribution patterns by utilizing either sequential or structural information individually to absorb different pattern knowledge, which can only model the di…

Cited by 0SourceScholar