34 citations · 51 across the 15 of their papers we have counts for
4 papers · 1 filter
Edge-Cloud Collaborative Pothole Detection via Onboard Event Screening and Federated Temporal Segmentation
Yingjie Wu, Kongyang Chen, Tiancai Liang
Road potholes threaten driving safety and increase infrastructure maintenance costs, while large-scale and timely pothole detection remains challenging in urban road networks. Vehi…
Classification-Head Bias in Class-Level Machine Unlearning: Diagnosis, Mitigation, and Evaluation
Weidong Zheng, Kongyang Chen, Yuanwei Guo +1
Class-level machine unlearning aims to remove the influence of specified classes while preserving model utility on retained classes. Existing methods are commonly evaluated by reta…
Temporal-Decay Shapley: A Time-Aware Data Valuation Framework for Time-Series Data
Chuwen Pang, Bing Mi, Kongyang Chen
With the rapid development of machine learning applications on time-series data, accurately assessing the value of training samples has become essential for data selection, noise d…
Label Leakage Attacks in Machine Unlearning: A Parameter and Inversion-Based Approach
Weidong Zheng, Kongyang Chen, Yao Huang +2
With the widespread application of artificial intelligence technologies in face recognition and other fields, data privacy security issues have received extensive attention, especi…