behavioral-phenotyping

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#behavioral-phenotyping

AI-guided stimuli discovery and generation to optimize facial emotion perception studies in autism

arXiv cs.AI · 2026-07-10 Cached

This paper presents a model-guided framework using AI to discover and generate facial emotion stimuli that maximize perceptual differences between autistic and neurotypical individuals, demonstrating that group differences are concentrated in a small subset of expressions.

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#behavioral-phenotyping

GEESE: Genotype-aware End-to-End Spatio-temporal Embedding for Behavioral Phenotyping

arXiv cs.LG · 2026-05-26 Cached

GEESE is an end-to-end deep learning framework that learns behavioral representations directly from 3D pose dynamics without hand-crafted features, surpassing traditional baselines in behavior classification and genotype prediction across three autism-associated genetic models. It also introduces HONK, an interactive tool for natural language-based behavioral phenotyping.

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