IEEE

Density-Guided Rank Correlation Graphs for Graph Convolutional Networks in Image Classification

Abstract: Graph Convolutional Networks (GCNs) have shown promising results in semi-supervised learning tasks, yet their effectiveness is highly dependent on the quality of the input graph. In image ...
IEEE

Automatic Rank Determination for Low-Rank Adaptation via Submodular Function Maximization

Abstract: In this paper, we propose SubLoRA, a rank determination method for Low-Rank Adaptation (LoRA) based on submodular function maximization. In contrast to prior approaches, such as AdaLoRA, ...