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Juhyeon Lee

3 accepted papers

2026

HiMAE: Hierarchical Masked Autoencoders Discover Resolution-Specific Structure in Wearable Time Series

ICLR 2026poster

Wearable sensors provide abundant physiological time series observations, yet the resolution at which we should extract features for downstream tasks remain unclear. We hypothesize that temporal resolution is a fundamental axis of representation learning, with different clinical and behavioral outco…

Cited by 0SourcecodeScholar
2026

Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning

ICML 2026poster

Biosignals acquired from different locations on the body often provide temporally ordered views of the same underlying physiological process. However, most existing self-supervised learning methods treat these signals as interchangeable views, overlooking the directional temporal dynamics that link …

Cited by 0SourceScholar
2026

Toward Culturally Aligned LLMs through Ontology-Guided Multi-Agent Reasoning

ICML 2026poster

Large Language Models (LLMs) increasingly support culturally sensitive decision making, yet often exhibit misalignment due to skewed pretraining data and the absence of structured value representations. Existing methods can steer outputs, but often lack demographic grounding and treat values as inde…

Cited by 0SourceScholar