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cs.LG2026

A comparison between ceiling-mounted FMCW, IR-UWB and Wi-Fi radar for in-bedroom human activity monitoring and sleep interruption detection

Anton Lambrecht, Reda El Hail, Xianjun Jiao +5

Despite their growing importance for contact-free radio frequency (RF) based healthcare monitoring, different radio technologies such as frequency-modulated continuous wave (FMCW)…

cs.LG2026

Explainable Transformer Models for Clinical Prediction Tasks on Structured Electronic Health Records

Jun Ni Du, Lukas Adamek, Maxim Kryukov +4

Predictive models over structured electronic health records (EHRs) remain central to machine learning for healthcare, but few have jointly emphasized quantitative laboratory inform…

cs.LG2026

Physical-Support Confidence Sets for Highly Coherent Dictionaries

Guan-Ju Peng

Sparse pursuit after dictionary learning can yield a precise atom support even when its physical interpretation is not justified by the calibration data, especially for highly cohe…

cs.LG2026

Dynamic Structural Causal Modeling for Sleep

Ranveer Singh, Saurabh Mathur, Pranuthi Tenali +2

The causal dynamics of sleep-disordered breathing are complex and vary across patient populations, hindering the development of targeted interventions. We learn dynamic causal grap…

cs.LG2026

DICS: Data-Informed Centroid Splitting for Decision Tree Classifiers

MD Saifur Rahman Mazumder, Feng Yu

Decision tree-based models are widely used in machine learning due to their interpretability and strong empirical performance. However, training decision trees can be computational…

cs.LG2026

Decoding silent reading from non-invasive EEG

Ingo Marquardt, Anthilia Alchanat, Priyanka Jain

Non-invasive decoding of inner speech faces a fundamental data problem: a corpus pairing brain activity with a person's spontaneous inner monologue cannot be collected, and the ava…