Author

Beomsoo Kim

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Open access Aug 2026

Best1 shapes the depth and stability of NREM sleep

Sleep architecture is orchestrated by neuronal circuits, yet the contribution of astrocytes—particularly to the depth and continuity of sleep—remains incompletely understood. Mammalian sleep is composed of rapid eye movement (REM) and non-REM (NREM) stages, with NREM further subdivided into light and deep phases. Whi...

Joohyeon Hong, Jea Kwon, Beomsoo Kim et al. · Molecular Brain · 0 citations

#machine learning Preprint Sep 2026

Beyond Similarity: Coverage-Aware Prompt Selection for Time Series Forecasting with LLMs

Similarity-based retrieval is the dominant rule for conditioning large language models (LLMs) in in-context learning, retrieval-augmented generation, and prompt-based time series forecasting. The rule concentrates on near-duplicate candidates, an issue that has motivated diversity-aware retrieval but remains unexamined...

D. Ji, Minkyoung Kim, Dongkuk Kim et al. · 0 citations