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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yu Huang

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Book Open access Aug 2026

CALM-TS: Risk-Controlled LLM Labeling for Time-Series via Calibrated Selective Gating

CALM-TS is presented, a risk-controlled weak-supervision pipeline that bounds the labeling error rate while maximizing coverage, and yields auditable evidence chains and a coverage-based, label-free drift indicator.

Yi-Fan Xiao, Shi-Jie Li, Yu Huang · 0 citations
Book Open access Aug 2026

CALM-TS: Risk-Controlled LLM Labeling for Time-Series via Calibrated Selective Gating

Labeling time-series events such as anomalies and system failures is expensive and subjective, and distribution drift makes label definitions evolve over time. Large language models can generate weak labels with natural-language rationales, but their error rates are unbounded and their failure modes opaque. We present...

Yifan Xiao, Shijie Li, Yu Huang · 0 citations

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