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Scalable Joint Resource Allocation for SLO-Constrained LLM Inference in Heterogeneous GPU Clouds

arXiv:2604.07472v2 Announce Type: replace Abstract: Serving large language model (LLM) inference in cloud environments requires jointly optimizing model selection, GPU provisioning, parallelism configuration, and workload routing under latency, accuracy, memory, and budget constraints. While mixed-integer linear programming (MILP) can model this problem, its computational cost limits frequent re-optimization under demand variability. Existing heuristics often optimize individual components...

arXiv CS 2d ago

The Gaussian-Head OFL Family: One-Shot Federated Learning from Client Global Statistics

arXiv:2602.01186v2 Announce Type: replace Abstract: Classical Federated Learning relies on a multi-round iterative process of model exchange and aggregation between server and clients, with high communication costs and privacy risks from repeated model transmissions. In contrast, one-shot federated learning (OFL) alleviates these limitations by reducing communication to a single round, thereby lowering overhead and enhancing practical deployability. Nevertheless, most existing one-shot...

arXiv CS 9d ago

Ask HN: What are tools you have made for yourself since the advent of AI?

I've made a number of ceramic molds for slumping fused glass into bowls. As well as wooden templates for ceramic mugs. I've devised a few carrying tools to move glass frit paintings from my studio down to my barn where the kilns sit without spilling the glass.

Hacker News 2d ago

EBRD lowers growth forecast as Iran war energy shock continues to hit economies

Economic growth across the European Bank for Reconstruction and Development's regions is expected to slow more sharply than previously forecast this year, largely due to higher inflation linked to the Iran war, which has pushed up energy prices. Inflation across the bank's regions rose to 6.4%. The European Bank for Reconstruction and Development (EBRD), which invests across emerging economies spanning central and eastern Europe, Central Asia, the Middle East and North Africa, has lowered...

Euronews 7d ago