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cs.LG2026
Graph Foundation Models Can Become Effective Multivariate Time Series Anomaly Detectors
Zhuangyan Hu, Zhuoxuan Liang, Wei Li +3
Multivariate time series anomaly detection (MTSAD) relies on modeling both temporal dynamics and inter-sensor dependencies to identify complex system faults. Although graph-based d…
cs.AI2026
Towards a Trustworthy and Governable Internet of Agentics: An Architectural Perspective on Protocols, Systems, and Services
Haoyi Xiong, Yi Liu, Jiang Bian +5
Large language model applications are increasingly being organized as tool-using and multi-agent workflows rather than as isolated chat interfaces. This perspective paper examines…