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cs.DC2025
Simulating LLM training workloads for heterogeneous compute and network infrastructure
Sumit Kumar, Arjun Temura, Naman Sharma +6
The growing demand for large-scale GPU clusters in distributed model training presents a significant barrier to innovation, particularly in model optimization, performance tuning,…
cs.NI2025
GPUs, CPUs, and... NICs: Rethinking the Network's Role in Serving Complex AI Pipelines
Mike Wong, Ulysses Butler, Emma Farkash +3
The increasing prominence of AI necessitates the deployment of inference platforms for efficient and effective management of AI pipelines and compute resources. As these pipelines…