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cs.LG2026
Trident: Unifying Guarded Dispatch and Host Execution for PyTorch Triton Workloads
Jinjie Liu, Xiaoyan Liu, Shuhan Zhang +5
User-written Triton kernels enable high-performance GPU computation within PyTorch, but their end-to-end latency can remain dominated by host-side orchestration, especially when de…
cs.LG2026
Towards Automated Kernel Generation in the Era of LLMs
Yang Yu, Peiyu Zang, Chi Hsu Tsai +11
The performance of modern AI systems is fundamentally constrained by the quality of their underlying GPU kernels, which translate high-level algorithmic semantics into low-level ha…