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20182026
most citedTowards Optimal Problem Dependent Generalization Error Bounds in Statistical Learning Theory

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math.PR2026

Pointwise Complexity for Gaussian Fields: Upper Envelopes, Algorithmic Lower Bounds, and Separation

Yunbei Xu

We prove a variance-aware pointwise majorizing-measure theorem for centered Gaussian processes. Classical generic chaining characterizes the scalar quantity $\mathbb E\sup_{x\in T}…