← Search

Wenjing Fang

3 accepted papers

2025

Kona: An Efficient Privacy-Preservation Framework for KNN Classification by Communication Optimization

ICML 2025poster

K-nearest neighbors (KNN) classification plays a significant role in various applications due to its interpretability. The accuracy of KNN classification relies heavily on large amounts of high-quality data, which are often distributed among different parties and contain sensitive information. Dozen…

Cited by 0SourcePDFScholar
2024

Ditto: Quantization-aware Secure Inference of Transformers upon MPC

ICML 2024poster

Due to the rising privacy concerns on sensitive client data and trained models like Transformers, secure multi-party computation (MPC) techniques are employed to enable secure inference despite attendant overhead. Existing works attempt to reduce the overhead using more MPC-friendly non-linear funct…

2023

Video-Audio Domain Generalization via Confounder Disentanglement

AAAI 2023technical

Existing video-audio understanding models are trained and evaluated in an intra-domain setting, facing performance degeneration in real-world applications where multiple domains and distribution shifts naturally exist. The key to video-audio domain generalization (VADG) lies in alleviating spurious…

Cited by 10SourcePDFScholar