2 papers
cs.LG2026
IFCLoRA: Topology-Aware Rank Allocation for Parameter-Efficient Fine-Tuning
Wei Zhang, Xinwu Liu, Yihang Cheng
Low-Rank Adaptation (LoRA) is a widely used approach to parameter-efficient fine-tuning (PEFT) of LLMs whose effectiveness depends on rank allocation. Existing adaptive LoRA method…
cs.DB2026
SiriusHelper: An LLM Agent-Based Operations Assistant for Big Data Platforms
Yu Shen, Shiyang Liu, Qihang He +14
Big data platforms are widely used in modern enterprises, and an in-production intelligent assistant is increasingly important to help users quickly find actionable guidance and re…