When Scaling Fails: Network and Fabric Effects on Distributed GPU Training Performance

arXiv 2603.04424•f091a4f6a685728855241da77b0dad1d6ede3c98daa82eb44fc16c878ee3085e
DRL auction manipulationEnvoy external processorLLM routingO-CUO-DUO-RANO-RUPII leakageRI S allocationadversarial MLautomotive/avionics safetycellular securitycongestion dynamicsdenial-of-servicedistributed GPU traininginference privacyjailbreak detectionlegacy 2G/3Gmessage groupingmulti-cloud routingnetwork fabricnetwork topologysynchronization amplificationtime-triggered schedulingvLLM Semantic Router

Paper metadata

arXiv ID
2603.04424
Version
Not specified by this published record
Category
Computer Science — Networking and Internet Architecture (cs.NI)

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Evidence and limitations

Source ID
arxiv_cs_ni
Record identifier
f091a4f6a685728855241da77b0dad1d6ede3c98daa82eb44fc16c878ee3085e
Enrichment time
2026-03-06T07:23:53Z
AI-assisted enrichment
Yes

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When Scaling Fails: Network and Fabric Effects on Distributed GPU Training Performance · Baitaphish