Yuan Zhao

Query Interface Classification Based on Singular Value Decomposition

2015

Deep Web query interface classification is the main method to realize classification of Deep Web database, but because of the heterogeneity and diversity of information systems, the query interfaces on Deep Web online database in …

Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models

2024

Parameter-Efficient Fine-Tuning (PEFT) methods have gained significant popularity for adapting pre-trained Large Language Models (LLMs) to downstream tasks, primarily due to their potential to significantly reduce memory and computational overheads.However, a common limitation in most …