2 papers
cs.DC2025
Analysis and Optimized CXL-Attached Memory Allocation for Long-Context LLM Fine-Tuning
Yong-Cheng Liaw, Shuo-Han Chen
The substantial memory requirements of Large Language Models (LLMs), particularly for long-context fine-tuning, have renewed interest in CPU offloading to augment limited GPU memor…
cs.DC2025
MemAscend: System Memory Optimization for SSD-Offloaded LLM Fine-Tuning
Yong-Cheng Liaw, Shuo-Han Chen
Owing to the huge success of generative artificial intelligence (AI), large language models (LLMs) have emerged as a core subclass, underpinning applications such as question answe…