Book
Oct 2026
Multimodal Behavioral Typicality as a Training-Free Screening Signal for Dementia
Leticia Pinto-Alva, Gale M. Lucas, Maja J. Matarić et al.
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Skeleton-and-Strategy Prompting: Training-Free Negation Understanding for Vision-Language Models
SSP first abstracts the underlying question structure into a skeleton, retrieves a small set of same-skeleton questions from a lightweight question pool, then prompts the VLM to analyze their shared negation pattern and synthesize a single-sentence answering strategy.
Yu-Liang Cai, Mohammad Rostami, Jesse Thomason
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Preprint
Aug 2026
Should We Type or Talk to LLM Agents? A Comprehensive Study of Voice and Keyboard Input Perturbations
This paper presents HIVE (Human Input-Variation Engine), a suite of voice transcription perturbations and QWERTY keyboard perturbations and uses HIVE to evaluate how robust models are to these perturbations.
Zizhao Hu, N. Segura, Mohammad Rostami et al.
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