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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Xiao-Mei Gai

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Open access Sep 2026

AdaTent++: reliability-guided hybrid test-time adaptation for traffic sign detection under distribution shift

Test-time adaptation (TTA) can improve detector robustness under distribution shift, but indiscriminate online updating may amplify errors from unreliable frames. We present AdaTent++, a reliability-guided hybrid TTA framework for traffic sign detection. For each unlabeled frame, the framework combines predictive entro...

Xiao-Mei Gai, Mei-Chun Wang, Yan-Tong Guo et al. · 0 citations

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