eager execution 1large language model training 1memory optimization 1online profiling 1swap-based management 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.DC2026
SmartSwap: Swap-Based Memory Optimization for LLM Training under Varying Operator Sequences
Zibo Wang, Yuhang Zhou, Zhibin Wang +13
The paper introduces SmartSwap, a swap‑based memory optimization framework that adapts to varying operator sequences in eager‑mode training of large language models, using a lightw…
cs.AI2026
AscendKernelGen: A Systematic Study of LLM-Based Kernel Generation for Neural Processing Units
Xinzi Cao, Jianyang Zhai, Pengfei Li +17
To meet the ever-increasing demand for computational efficiency, Neural Processing Units (NPUs) have become critical in modern AI infrastructure. However, unlocking their full pote…