2 papers
cs.DC2026
SparseDitto: An Agentic Sparse Compilation Framework through Architecture-Aware Synthesis on GPUs
Shiyang Li, Guangyan Sun, Jinwei Tang +3
Sparse matrix computation performance on GPU depends on how representation and execution schedule match the input structure and target hardware. No single implementation consistent…
cs.LG2026
CUDAHercules: Benchmarking Hardware-Aware Expert-level CUDA Optimization for LLMs
Shiyang Li, Zijian Zhang, Guangyan Sun +5
Large language models show promise for automated CUDA programming, however even the strongest coding models (e.g., Claude-Opus-4.6) may still fall short of expert-level, architectu…