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cs.LG2026
Black-Box Inference of LLM Architectural Properties with Restrictive API Access
Christopher Ellis, Shreyas Chaudhari, Mei-Yu Wang +3
In practice, most commercial LLM providers do not publicly release details of underlying LLM architectures. However, prior work has shown that given limited API access to an LLM (n…
cs.IT2026
Sub-Gaussian Concentration and Entropic Normality of the Maximum Likelihood Estimator
Leighton P. Barnes, Alex Dytso
It is well known that, under standard regularity conditions, the maximum likelihood estimator (MLE) satisfies a central limit theorem and converges in distribution to a Gaussian ra…