2 papers
cs.DB2026
Scaling GraphLLM with Bilevel-Optimized Sparse Querying
Yangzhe Peng, Haiquan Qiu, Quanming Yao +1
LLMs have recently shown strong potential in enhancing node-level tasks on text-attributed graphs (TAGs) by providing explanation features. However, their practical use is severely…
cs.CV2025
Parameter Interpolation Adversarial Training for Robust Image Classification
Xin Liu, Yichen Yang, Kun He +1
Though deep neural networks exhibit superior performance on various tasks, they are still plagued by adversarial examples. Adversarial training has been demonstrated to be the most…