Author

Elham Buxton

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Preprint Sep 2026

Certified Interface Aliases: Exact Collisions in Vision-Language Preprocessing, and When They Exist

Vision-language verifiers and routers must distinguish errors repairable by more reasoning from those caused by visual evidence never reaching the language model. This distinction lacks ground truth because annotators see full-resolution images while models receive preprocessed tensors. We introduce AliasForge to creat...

Mert Onur Cakiroglu, Elham Buxton, M. Dalkilic et al. · 0 citations

#machine learning Preprint Jul 2026

When Does Retrieval Help Time-Series Forecasting?

It is shown that the benefit belongs instead to the operating point: the relation between window length $S$ and dominant seasonal period $L$, an axis the standard protocol never varies, which exposes the regime.

Mert Onur Cakiroglu, Elham Buxton, M. Dalkilic et al. · 0 citations