{"slug": "dstfview-multi-view-cloud-edge-workload-forecasting-with-dual-input-spatio", "title": "DSTFView: Multi-View Cloud-Edge Workload Forecasting with Dual-Input Spatio-Temporal-Frequency Modeling", "summary": "Researchers propose DSTFView, a dual-input spatio-temporal-frequency multi-view workload forecasting framework for collaborative cloud-edge environments, which jointly models closeness and period dependencies and extracts spatial, temporal, and frequency-domain dependencies. Experimental results on the CPU and TP datasets show DSTFView consistently outperforms representative baselines across multiple forecasting horizons and evaluation metrics.", "body_md": "arXiv:2607.22565v1 Announce Type: new\nAbstract: With the widespread deployment of edge-side AI inference, edge platforms are increasingly required to support latency-sensitive, highly concurrent, and reliability-critical applications. However, existing methods often struggle to balance multidimensional feature modeling and forecasting efficiency in collaborative cloud-edge environments. To address this issue, we propose DSTFView, a dual-input spatio-temporal-frequency multi-view workload forecasting framework for collaborative cloud-edge environments. It jointly models closeness and period dependencies and extracts spatial, temporal, and frequency-domain dependencies. Besides, it designs an adaptive fusion mechanism and adjusts the contribution of each view to capture abrupt changes. Experimental results on the CPU and TP datasets demonstrate that DSTFView consistently outperforms representative baselines across multiple forecasting horizons and evaluation metrics.", "url": "https://wpnews.pro/news/dstfview-multi-view-cloud-edge-workload-forecasting-with-dual-input-spatio", "canonical_source": "https://arxiv.org/abs/2607.22565", "published_at": "2026-07-28 04:00:00+00:00", "updated_at": "2026-07-28 04:29:18.247481+00:00", "lang": "en", "topics": ["machine-learning", "artificial-intelligence", "ai-infrastructure"], "entities": ["DSTFView"], "alternates": {"html": "https://wpnews.pro/news/dstfview-multi-view-cloud-edge-workload-forecasting-with-dual-input-spatio", "markdown": "https://wpnews.pro/news/dstfview-multi-view-cloud-edge-workload-forecasting-with-dual-input-spatio.md", "text": "https://wpnews.pro/news/dstfview-multi-view-cloud-edge-workload-forecasting-with-dual-input-spatio.txt", "jsonld": "https://wpnews.pro/news/dstfview-multi-view-cloud-edge-workload-forecasting-with-dual-input-spatio.jsonld"}}