Kernel Foundry improves GPU kernel correctness and performance on KernelBench via expert-guided evolutionary search with diagnostic feedback and an experience library, reaching 100% correctness on Level 2.
SwizzlePerf: Hardware-aware LLMs for GPU kernel performance optimization
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LEO performs cross-vendor backward slicing from stalled GPU instructions to attribute root causes to source code, enabling optimizations that produce geometric-mean speedups of 1.73-1.82x on 21 workloads.
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Kernel Foundry: A Diagnosis-driven Evolutionary Kernel Optimizer with Multi-Experts
Kernel Foundry improves GPU kernel correctness and performance on KernelBench via expert-guided evolutionary search with diagnostic feedback and an experience library, reaching 100% correctness on Level 2.
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LEO: Tracing GPU Stall Root Causes via Cross-Vendor Backward Slicing
LEO performs cross-vendor backward slicing from stalled GPU instructions to attribute root causes to source code, enabling optimizations that produce geometric-mean speedups of 1.73-1.82x on 21 workloads.