3 papers
cs.CL2025
HGAdapter: Hypergraph-based Adapters in Language Models for Code Summarization and Clone Detection
Guang Yang, Yujie Zhu
Pre-trained language models (PLMs) are increasingly being applied to code-related tasks. Although PLMs have achieved good results, they do not take into account potential high-orde…
cs.CV2025
First-order State Space Model for Lightweight Image Super-resolution
Yujie Zhu, Xinyi Zhang, Yekai Lu +3
State space models (SSMs), particularly Mamba, have shown promise in NLP tasks and are increasingly applied to vision tasks. However, most Mamba-based vision models focus on networ…
cs.SE2025
Heterogeneous Directed Hypergraph Neural Network over abstract syntax tree (AST) for Code Classification
Guang Yang, Tiancheng Jin, Liang Dou
Code classification is a difficult issue in program understanding and automatic coding. Due to the elusive syntax and complicated semantics in programs, most existing studies use t…