2 papers
cs.CL2026
SCOPE: Tree-based Self-Correcting Online Log Parsing via Syntactic-Semantic Collaboration
Dongyi Fan, Suqiong Zhang, Lili He +2
Log parsing is a critical step for automated log analysis in complex systems. Traditional heuristic-based methods offer high efficiency but are limited in accuracy due to overlooki…
cs.LG2025
Towards a deeper GCN: Alleviate over-smoothing with iterative training and fine-tuning
Furong Peng, Jinzhen Gao, Xuan Lu +3
Graph Convolutional Networks (GCNs) suffer from severe performance degradation in deep architectures due to over-smoothing. While existing studies primarily attribute the over-smoo…