2 papers
cs.AI2026
Compiler-Grounded Hierarchical Diagnosis for LLM-Based Triton Kernel Optimization
Dongjie Chen, Ping Zhao, Bohua Zhan +11
Recent advances in large language models (LLMs) have enabled automated kernel generation and optimization, but most existing approaches rely on surface signals such as compilation…
cs.DC2025
ElasWave: An Elastic-Native System for Scalable Hybrid-Parallel Training
Xueze Kang, Guangyu Xiang, Yuxin Wang +16
Large-scale LLM pretraining now runs across -- accelerators, making failures routine and elasticity mandatory. We posit that an elastic-native training system must join…