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cs.DC2026
Mixture-of-Kittens: MoE Megakernel for NVL72s
Stuart H. Sul, Nash Brown, Henry Wildermuth +3
AI accelerator systems are rapidly consolidating into scale-up architectures, where tens to thousands of GPUs communicate over high-bandwidth, single-hop fabrics. We find that exis…
cs.DC2025
ParallelKittens: Systematic and Practical Simplification of Multi-GPU AI Kernels
Stuart H. Sul, Simran Arora, Benjamin F. Spector +1
Inter-GPU communication has become a major bottleneck for modern AI workloads as models scale and improvements in hardware compute throughput outpace improvements in interconnect b…