AI RESEARCH
Precision Tracked Transformer via Kalman Filtering, Kriging and Process Noise
arXiv CS.AI
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ArXi:2605.18832v1 Announce Type: cross The Transformer is the foundational building block of modern AI, yet offers no principled handling of \emph{uncertainty}, which is prevalent in real applications: cold-start tokens with sparse histories in sequential recommendation, heterogeneous signal quality in language models, and attention sinks induced by unconstrained softmax. Every token is treated with uniform confidence.