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Author

Chengsen Wang

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#machine learning Preprint May 2025

ChronoSteer: Bridging Large Language Model and Time Series Foundation Model via Synthetic Cross-Modal Alignment Dataset

ChronoSteer is a decoupled agentic framework that learns cross-modal alignment from synthetic paired supervision that achieves a 25.8% improvement in zero-shot prediction accuracy over its unimodal backbone, and outperforms prior state-of-the-art unimodal and multimodal ...

Chengsen Wang, Qi Qi, Zhong-Wen Rao et al. · 0 citations
2026

A Time–Frequency Multi-Task Framework for Network Monitoring and Anomaly Detection

Networked systems continuously generate heterogeneous time series, including Key Performance Indicator (KPI) streams, logs, and spectrum measurements, whose interpretation is essential for automated monitoring, diagnosis, and control. Existing analysis approaches either rely heavily on labeled data specific to each dep...

Qi Qi, Chengsen Wang, Xingyue Wang et al. · 0 citations

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