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cs.LG2026
Transformer Architectures as Complete Bayes Processes: A Formal Proof in the Measure-Theoretic Kernel Framework
Haobo Yang
We present a complete formal proof that transformer architectures, when their internal update mechanisms satisfy a Bayes joint-distribution condition, implement exact Bayesian post…
cs.LG2025
Stabilizing Information Flow Entropy: Regularization for Safe and Interpretable Autonomous Driving Perception
Haobo Yang, Shiyan Zhang, Zhuoyi Yang +3
Deep perception networks in autonomous driving traditionally rely on data-intensive training regimes and post-hoc anomaly detection, often disregarding fundamental information-theo…