2 papers
cs.LG2026
FastKernels: Benchmarking GPU Kernel Generation in Production
Gabriele Oliaro, Yichao Fu, May Jiang +5
LLM-based agents for GPU kernel generation are advancing rapidly, yet their progress is fundamentally constrained by the benchmarks they optimize against. Existing benchmarks are p…
cs.DC2025
Nexus:Proactive Intra-GPU Disaggregation of Prefill and Decode in LLM Serving
Xiaoxiang Shi, Colin Cai, Junjia Du +1
Monolithic serving with chunked prefill improves GPU utilization by batching prefill and decode together, but suffers from fine-grained phase interference. Engine-level prefill-dec…