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Donglin Xie

2 accepted papers

2026

sleep2vec: Unified Cross-Modal Alignment for Heterogeneous Nocturnal Biosignals

ICLR 2026poster

Tasks ranging from sleep staging to clinical diagnosis traditionally rely on standard polysomnography (PSG) devices, bedside monitors and wearable devices, which capture diverse nocturnal biosignals (e.g., EEG, EOG, ECG, SpO$_2$). However, heterogeneity across devices and frequent sensor dropout pos…

Cited by 2SourceScholar
2021

Mosaicking to Distill: Knowledge Distillation from Out-of-Domain Data

NeurIPS 2021poster

Knowledge distillation~(KD) aims to craft a compact student model that imitates the behavior of a pre-trained teacher in a target domain. Prior KD approaches, despite their gratifying results, have largely relied on the premise that \emph{in-domain} data is available to carry out the knowledge trans…