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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
Open access 2026

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

The Time-Frequency Multi-Task Network (TFMTNet), a self-supervised framework that provides a transferable representation module for the evaluated network telemetry tasks, and learns representations that can feed downstream reasoning and control modules, thereby supporting the perception, reasoning, and control loop in...

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

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