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Ren-Yu Yang

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Preprint Sep 2026

DeepShare: Assurance-Driven Deep Learning Job Scheduling for Multi-Tenant Clusters

DeepShare is a scheduler that uses a continuous tenant-assurance signal to coordinate these decisions at runtime to achieve a more advantageous utilization-QoS trade-off than optimizing quotas, scheduling, and resource sharing independently.

Jing-Hao Wang, Yi-Hang Zhou, Xiao Zhou et al. · 0 citations
Preprint Sep 2026

Latency-Aware Orchestration for Multi-Agent LLM Workflows on Heterogeneous GPUs

Concurrent multi-agent workflows expose future dependencies and serving-state requirements while running on heterogeneous GPU pools with time-varying load, model residency, and resource availability. The logical workflow defines the required computation, whereas its physical scheduling units, model-lifecycle actions, r...

Jing-Hao Wang, Yi-Feng Zhang, Xiao Zhou et al. · 0 citations
Review Aug 2026

Multi-Modal Anomaly Detection: A Survey

Multi-Modal Anomaly Detection (MMAD) detects rare abnormal events from heterogeneous data sources and is increasingly used in safety- and reliability-critical applications such as industrial inspection and cybersecurity. Yet the literature is fragmented across domains and modality combinations, and existing surveys usu...

Xudong Mou, Zexin Wu, Chuan Luo et al. · 0 citations

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