3 papers
cs.LG2026
StageGuard: Physiologically Constrained Sleep Staging
Juntang Wang, Yihan Wang, Hao Wu +3
Automated sleep staging is increasingly used in large-scale studies to derive sleep-architecture endpoints: total sleep time, REM latency, sleep efficiency, and bout-duration stati…
cs.LG2026
Brain-Inspired Perspective on Configurations: Unsupervised Similarity and Early Cognition
Juntang Wang, Yihan Wang, Hao Wu +2
Infants discover categories, detect novelty, and adapt to new contexts without supervision-a challenge for current machine learning. We present a brain-inspired perspective on conf…
cs.LG2025
Mixing Configurations for Downstream Prediction
Juntang Wang, Hao Wu, Runkun Guo +3
Clustering-based features are widely used in machine learning, but most methods must choose a resolution -- a choice that is global, fixed, and ad hoc. Recent work shows that varyi…