Evaluating Robustness and Uncertainty of Graph Models Under Structural
Distributional Shifts

Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts

27 February 2023

Denis Kuznedelev

Liudmila Prokhorenkova

Papers citing "Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts"

7 / 7 papers shown

Title
Vertical Validation: Evaluating Implicit Generative Models for Graphs on Thin Support Regions Mai Elkady Thu Bui Bruno Ribeiro David I. Inouye 62 0 0 20 Nov 2024
Supercharging Graph Transformers with Advective Diffusion Qitian Wu Chenxiao Yang Kaipeng Zeng Fan Nie AI4CE 53 6 0 10 Oct 2023
Uncertainty Aware Semi-Supervised Learning on Graph Data Xujiang Zhao Feng Chen Shu Hu Jin-Hee Cho UQCV EDL BDL 115 130 0 24 Oct 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 901 0 02 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 177 9,332 0 28 May 2015