Uncertainty Estimation for Heterophilic Graphs Through the Lens of Information Theory

28 May 2025

Papers citing "Uncertainty Estimation for Heterophilic Graphs Through the Lens of Information Theory"

5 / 5 papers shown

Title
SGS-GNN: A Supervised Graph Sparsification method for Graph Neural Networks Siddhartha Shankar Das Naheed Anjum Arafat Muftiqur Rahman S. Ferdous A. Pothen M. Halappanavar 73 1 0 17 Feb 2025
Uncertainty for Active Learning on Graphs Dominik Fuchsgruber Tom Wollschlager Bertrand Charpentier Antonio Oroz Stephan Günnemann 148 11 0 02 May 2024
Machine Learning for Reliability Engineering and Safety Applications: Review of Current Status and Future Opportunities Zhaoyi Xu J. Saleh 79 352 0 19 Aug 2020
Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness Jeremiah Zhe Liu Zi Lin Shreyas Padhy Dustin Tran Tania Bedrax-Weiss Balaji Lakshminarayanan UQCV BDL 290 452 0 17 Jun 2020
Adaptive Universal Generalized PageRank Graph Neural Network Eli Chien Jianhao Peng Pan Li O. Milenkovic 299 747 0 14 Jun 2020