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Bo-Wei Yang

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#machine learning Preprint Oct 2026

AdaptLSTM: Efficient Adaptive Online Learning for Cloud Workload Forecasting under Distribution Drift

Accurate workload forecasting is critical for elastic resource provisioning in web-scale cloud services, where distribution shifts driven by viral content, product launches, and user behavior degrade offline-trained models rapidly. Naive online learning recovers accuracy but incurs prohibitive per-step compute cost. We...

Xin-Hua Miao, Bo-Wei Yang, Zhen-Gong Cai · 0 citations
#artificial intelligence Preprint Sep 2026

STAR: Adaptive Spatial-Temporal Normalization for Unified Microservice Incident Management

Automated incident management in large-scale microservice systems relies on learning robust representations from multimodal observability data, including metrics, logs, and traces. Although recent self-supervised frameworks enable unified modeling for anomaly detection (AD), failure triage (FT), and root cause localiza...

Xin-Hua Miao, Lin-Yu Zhu, Bo-Wei Yang et al. · 0 citations

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