Author

Wenhao Liang

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#artificial intelligence Preprint Oct 2026

Auditing Routing Entropy as an Uncertainty Signal in Attention-Residual Transformers

Dynamic architectures leave a per-example routing trace beside each prediction, and diffuse routing is easy to read as a sign that the prediction is unreliable. We audit that reading for routing entropy in Attention-Residual (AR) variants of Swin-Tiny and DeiT-Small, trained from scratch on CIFAR-10/100 with a soft-bin...

Wenhao Liang, Lin Yue, W. Zhang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Routing Probes Can Improve Without New Information: An Exact-Null Audit of Uncertainty Beyond Model Outputs

Routing signals of modern vision transformers -- expert gates, attention-residual weights and halting scores -- often improve probes that predict whether the model is correct, and the improvement is commonly read as evidence that routing carries information about errors beyond the model's outputs. We test this inferenc...

Wenhao Liang, Lin Yue, W. Zhang et al. · 0 citations