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Changshuo Liu

3 accepted papers

2026

DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home

ICML 2026poster

Generative AI is reshaping healthcare, yet most existing advances rely on hospital-grade devices, which limits their accessibility and potential for health management outside clinical settings. With the proliferation of portable devices and telemedicine, healthcare is shifting toward home-based Diag…

Cited by 1SourceScholar
2025

NeuralCohort: Cohort-aware Neural Representation Learning for Healthcare Analytics

ICML 2025poster

Electronic health records (EHR) aggregate extensive data critical for advancing patient care and refining intervention strategies. EHR data is essential for epidemiological study, more commonly referred to as cohort study, where patients with shared characteristics or similar diseases are analyzed o…

Cited by 0SourcePDFScholar
2023

Learning in Imperfect Environment: Multi-Label Classification with Long-Tailed Distribution and Partial Labels

ICCV 2023poster

Conventional multi-label classification (MLC) methods assume that all samples are fully labeled and identically distributed. Unfortunately, this assumption is unrealistic in large-scale MLC data that has long-tailed (LT) distribution and partial labels (PL). To address the problem, we introduce a…

Cited by 17PDFcodeScholar