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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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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

AdaTent++, a reliability-guided hybrid TTA framework for traffic sign detection, combines predictive entropy and cross-view agreement to select among a smoothed batched normalization (BN)-statistics update, a guarded BN-affine gradient update, and no adaptation.

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

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