213 citations · 213 across the 5 of their papers we have counts for
4 papers · 2 filters
ForgeKernel: Self-Evolving Kernels Catching and Surpassing Experts and Agents
Yaojian Chen, Dazhi Peng, Yiyun Zheng +13
Purpose-built kernel agents can write high-performance GPU kernels, but existing systems generally lack cross-run knowledge accumulation and architectural evolution. Each run start…
ForgeStencil: Automating Per-Case Stencil Specialization from Kernels to 100+ Real Applications
Yaojian Chen, Yuxuan Li, Wubing Wan +3
Industrial and scientific computing rests on a few core kernels, and the stencil is among the most widely used: weather and climate models, seismic imaging, fluid dynamics, and ima…
Beyond Fast Contractions: Attenuation and Recovery of Matrix-Engine Speedups in High-Order Finite Elements
Yinuo Wang, Lin Gan, Tianqi Mao +8
Modern processors increasingly provide matrix engines whose peak arithmetic throughput greatly exceeds conventional SIMD, but scientific applications rarely realize this advantage…
StateFlow: Sequence Pipeline Parallelism for Long-Context Modeling with Linear Recurrence
Wenxuan Zhao, Yingfa Chen, Xu Han +7
Long-context training is increasingly important for large language models, and linear attention and state space models have become popular for improving long-context efficiency. Ho…