3 papers
cs.LG2026
Long-Context Demonstration Selection Using State Space Models
Ziniu Zhang, Zhenshuo Zhang, Ruoxuan Xiong +2
We study the problem of demonstration selection, which involves selecting a subset of examples for prepending to a query to a language model. This problem is closely related to in-…
cs.LG2025
BootSeer: Analyzing and Mitigating Initialization Bottlenecks in Large-Scale LLM Training
Rui Li, Xiaoyun Zhi, Jinxin Chi +14
Large Language Models (LLMs) have become a cornerstone of modern AI, driving breakthroughs in natural language processing and expanding into multimodal jobs involving images, audio…
cs.DC2024
HotSwap: Enabling Live Dependency Sharing in Serverless Computing
Rui Li, Devesh Tiwari, Gene Cooperman
This work presents HotSwap, a novel provider-side cold-start optimization for serverless computing. This optimization reduces cold-start time when booting and loading dependencies…