Tag

graph augmentation

0 views collected around this technical thread.

DataFunTalk
DataFunTalk
Dec 11, 2021 · Artificial Intelligence

Graph Information Bottleneck (GIB) and AD‑GCL: Enhancing Graph Representation Learning and Robustness

This article introduces graph representation learning, explains the Graph Information Bottleneck (GIB) framework for obtaining robust graph embeddings, and presents AD‑GCL, a contrastive learning method that leverages GIB principles to improve robustness and performance without requiring task labels.

Graph Neural Networkscontrastive learninggraph augmentation
0 likes · 16 min read
Graph Information Bottleneck (GIB) and AD‑GCL: Enhancing Graph Representation Learning and Robustness