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Author

Heng Pan

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PSP: Low-Overhead Packet-Level Load Balancing for Stale-State and Bandwidth-Asymmetric Networks

Probabilistic state-proportional (PSP) dispatching, a packet-level load balancing algorithm using a Band-based discrete state representation, provides an effective balance among performance, stability, and overhead for artificial intelligence data centers.

Jiaqi Liu, Chunyang Zhang, Heng Pan et al. · 0 citations
Book Open access Aug 2026

GeoOrchestra: Orchestrating Heterogeneous Geo-Distributed Training with Network-Aware Scheduling

GeoOrchestra is a system that decouples resource filtering from fine-grained strategy search by abstracting compute nodes via computation and memory profiles while modeling WAN links as a virtual hard pipe, which employs hetero-aware pruning to filter invalid resource sets and a resource-driven search that exploits resource disparities to maximize efficiency.

Ting Liu, Qinghua Wu, Jun Zhou et al. · 0 citations
Book Open access Aug 2026

Integrating AI Clusters into Virtual Private Cloud

An architecture that decouples complex policy enforcement from high-speed packet forwarding to support VPC semantics on back-end NICs and enable front-end/back-end integration is proposed, suggesting that commodity hardware can support both high-throughput AI training and flexible VPC features.

Yinhe Wang, Xing Li, Enge Song et al. · 0 citations

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