3 papers
cs.CV2026
Implicit Fuzzification via Bounded Noise Injection for Robust Medical Image Segmentation
Bisheng Tang, Zhangfeng Ma, Chuchu Zhai +4
Image segmentation remains fundamentally limited by boundary ambiguity arising from sampling-induced information loss and inherent uncertainty in pixel-wise labeling. Although enco…
cs.LG2024
Federated Learning with Limited Node Labels
Bisheng Tang, Xiaojun Chen, Shaopu Wang +2
Subgraph federated learning (SFL) is a research methodology that has gained significant attention for its potential to handle distributed graph-structured data. In SFL, the local m…
cs.CR2023
Practical and General Backdoor Attacks against Vertical Federated Learning
Yuexin Xuan, Xiaojun Chen, Zhendong Zhao +2
Federated learning (FL), which aims to facilitate data collaboration across multiple organizations without exposing data privacy, encounters potential security risks. One serious t…