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#statistical-framework

An Integrated Deep Learning and Statistical Framework for Whole-Network Gene--Environment Association with Leaf Vascular Architecture

arXiv cs.LG ↗ · 2026-07-28 Cached

This paper proposes an integrated deep learning and statistical framework for associating gene-environment interactions with whole-network leaf vascular architecture, using EDTER for edge detection and SSCCA for variable selection.

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#statistical-framework

Extending Item Response Theory for Efficient and Meaningful Multilingual Evaluation

arXiv cs.CL ↗ · 2026-06-16 Cached

This paper introduces Multilingual-IRT, a statistical framework extending Item Response Theory with per-language difficulty deviations and split discriminability, enabling efficient prediction of unobserved evaluations, detection of translation errors, and recovery of culture-specific items across 29 languages.

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Representation Alignment Rests on Linear Structure

arXiv cs.LG ↗ · 2026-05-29 Cached

This paper investigates the Platonic Representation Hypothesis, proposing that alignment arises from linear structure in representations, and introduces a statistical framework of signal, bias, and noise.

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