Author

Zhen-Yu Zhang

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#artificial intelligence Preprint Apr 2026

Learning Dynamic Evidence Routes for Vision Transformer Probing

SSMProbe is introduced, an explicitly inspectable probe that replaces invariant pooling with a Sinkhorn-learned evidence route followed by a diagonal S4 decoder and uses the mathematical transparency of state-space models to turn a frozen ViT readout into an auditable evidence-routing analysis.

Zi-Ce Wang, Zhen-Yu Zhang · 0 citations

Open access Aug 2026

A Three-Stage Federated Distillation Framework for Robust Intrusion Detection in Heterogeneous IoT/Edge Networks

The framework is presented as a bounded, server-assisted robustness-oriented training strategy for heterogeneous IoT/edge intrusion detection, and shows competitive primary performance and stronger robustness in several severe label-skew settings.

Xu-Dong Yang, Zikui Lin, Qiu-Yan Li et al. · Electronics · 0 citations