2 papers
cs.DC2026
DLB: Distributed Load Balancing at Scale for Generative AI Inference
Santiago R. Balseiro, Bartek Wydrowski, Sameer Agarwal +11
The reliance on scarce and expensive accelerators such as GPUs and TPUs in modern datacenters places unprecedented demands on backend infrastructure. For workloads characterized by…
cs.LG2026
Quota Marketplace: Dynamic Pricing for Efficient Allocation of ML Training Resources
Balasubramanian Sivan, Renato Paes Leme, Mihai Tiuca +6
The escalating demand for Machine Learning (ML) training resources in recent years has resulted in a substantial gap between the high demand and the available supply. Efficient all…