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Cigdem Beyan

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#artificial intelligence Review Sep 2026

Large language models in medical time series analysis

Medical time series (MedTS), including electrocardiograms (ECG), electroencephalograms (EEG), photoplethysmography (PPG), and vital-sign recordings, are central to clinical diagnosis and health monitoring. As large language models (LLMs) have advanced, a growing body of work has examined how their reasoning, generation...

Yu Han, Cigdem Beyan, Xiang Zhang et al. · 0 citations
Preprint Sep 2026

FineHOI: Part-Aware Dense Representations for Zero-Shot Human-Object Interaction Detection

This work proposes FineHOI, a zero-shot HOI framework that explicitly models interactions from dense patch-level features, and introduces an Adaptive Part-Level Attention module that decomposes humans and objects into semantically coherent parts via unsupervised clustering, and re-weights them based on their interactio...

Francesco Tonini, Lorenzo Vaquero, Mohammad Mahdi Derakhshani et al. · 0 citations

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