Graph Out-of-Distribution Generalization with Controllable Data
Augmentation

Graph Out-of-Distribution Generalization with Controllable Data Augmentation

16 August 2023

Bin Lu

Luoyi Fu

Xinbing Wang

Papers citing "Graph Out-of-Distribution Generalization with Controllable Data Augmentation"

8 / 8 papers shown

Title
GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision Aditya Hemant Shahane Prathosh A.P Sandeep Kumar CLL 23 0 0 07 Apr 2025
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation Kexin Zhang Shuhan Liu Song Wang Weili Shi Chen Chen Pan Li Sheng R. Li Jundong Li Kaize Ding OOD 45 2 0 25 Oct 2024
Temporal Generalization Estimation in Evolving Graphs Bin Lu Tingyan Ma Xiaoying Gan Xinbing Wang Yunqiang Zhu Cheng Zhou Shiyu Liang 27 1 0 07 Apr 2024
GraphMETRO: Mitigating Complex Graph Distribution Shifts via Mixture of Aligned Experts Shirley Wu Kaidi Cao Bruno Ribeiro James Y. Zou J. Leskovec OOD 16 3 0 07 Dec 2023
Clustering by the Probability Distributions from Extreme Value Theory Sixiao Zheng Ke Fan Yanxi Hou Jianfeng Feng Yanwei Fu 14 5 0 20 Feb 2022
Discovering Invariant Rationales for Graph Neural Networks Yingmin Wu Xiang Wang An Zhang Xiangnan He Tat-Seng Chua OOD AI4CE 89 222 0 30 Jan 2022
Robust Optimization as Data Augmentation for Large-scale Graphs Kezhi Kong G. Li Mucong Ding Zuxuan Wu Chen Zhu Bernard Ghanem Gavin Taylor Tom Goldstein 87 74 0 19 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 215 898 0 02 Mar 2020