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BEACON 提出一个融合多模态可观测数据（指标、日志、依赖图）的云系统异常检测框架，通过动态多模态聚合器和异步时空传播器，在三个真实数据集上超越现有最优方法。
IntentPOI is a two-stage intention-guided reasoning framework for next POI prediction that first infers user intentions from historical mobility, peer behavior, and temporal context, then selects locations aligned with those intentions, outperforming eleven state-of-the-art baselines.
STARIXNet is a lightweight neural network that improves cloud resource allocation by capturing multivariate spatio-temporal relationships among system metrics, prioritizing service stability over forecast accuracy. Deployed at Walmart, it achieved 10-50% cost savings while maintaining service reliability.