Author

Nam Soo Kim

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Open access Sep 2026

CDTS2: Causal Downstreamer with Causally Disentangled Trend and Seasonality Time-Series Representations

Time-series representation learning decomposes signals into interpretable factors such as trend and seasonality, and disentangled representation learning assigns these factors to distinct latent dimensions, enhancing interpretability and forecasting accuracy. However, existing methods achieve only statistical disentang...

Juhyun Lyu, Junghee Kim, Sang-Min Lee et al. · Applied Sciences · 0 citations

Preprint Aug 2026

MD-ProTector: Positioning Multiple Data-Driven Prototypes for LLM-Generated Text Detection

As LLM-generated content becomes more sophisticated, detection systems for distinguishing those texts from human-written text must operate at scale while handling diverse writing styles, domains, languages, and generator models. Input-only encoder detectors are suitable for practical deployment setting, but standard bi...

J. Han, Jimin Hong, C. Moon et al. · 0 citations