Tag
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.