Author

Wenmin Li

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Open access Jul 2026

Test Case Prioritization for DNNs via Neural Collapse Instability

A Neural-Collapse-Inspired Prioritization (NCIP) framework that replaces absolute confidence with cross-checkpoint prediction variability in the terminal training regime, where model geometry becomes highly structured and achieves strong performance in early fault discovery compared with competitive baselines.

Chun-Yu Liu, Ming-Yuan Li, Yang Li et al. · arXiv.org · 0 citations

Open access Jul 2026

Federated heterogeneous subgraph learning with meta-path-guided role mapping and condensation

Heterogeneous graphs are a widely adopted data representation paradigm owing to their ability to model multiple node types and complex relationships uniformly. However, due to privacy and ownership restrictions, semantic-rich heterogeneous graphs are often stored by multiple participants, each of whom holds a subgraph....

Yanjin Cheng, Wenmin Li, Su-Lu Qin et al. · Journal of King Saud Univers... · 0 citations