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Control the GNN: Utilizing Neural Controller with Lyapunov Stability for Test-Time Feature Reconstruction
13 October 2024
Jielong Yang
Rui Ding
Feng Ji
Hongbin Wang
Linbo Xie
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Papers citing
"Control the GNN: Utilizing Neural Controller with Lyapunov Stability for Test-Time Feature Reconstruction"
19 / 19 papers shown
Feature Construction Using Network Control Theory and Rank Encoding for Graph Machine Learning
Anwar Said
Yifan Wei
O. Ahmad
Mudassir Shabbir
W. Abbas
X. Koutsoukos
340
0
0
21 Jul 2025
Are GATs Out of Balance?
Neural Information Processing Systems (NeurIPS), 2023
Nimrah Mustafa
Aleksandar Bojchevski
R. Burkholz
388
10
0
11 Oct 2023
FRGNN: Mitigating the Impact of Distribution Shift on Graph Neural Networks via Test-Time Feature Reconstruction
IEEE Internet of Things Journal (IEEE IoT J.), 2023
Ruitian Ding
Jielong Yang
Feng Ji
Xionghu Zhong
Linbo Xie
378
4
0
18 Aug 2023
Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift
Neural Information Processing Systems (NeurIPS), 2022
Yongduo Sui
Qitian Wu
Jiancan Wu
Daixin Wang
Longfei Li
An Zhang
Xiang Wang
Xiangnan He
OOD
378
55
0
05 Nov 2022
Empowering Graph Representation Learning with Test-Time Graph Transformation
International Conference on Learning Representations (ICLR), 2022
Wei Jin
Tong Zhao
Jiayu Ding
Yozen Liu
Shucheng Zhou
Neil Shah
OOD
484
84
0
07 Oct 2022
Neural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees
Neural Information Processing Systems (NeurIPS), 2022
Rui Zhou
Thanin Quartz
H. Sterck
Jun Liu
319
84
0
04 Jun 2022
Metropolis-Hastings Data Augmentation for Graph Neural Networks
Neural Information Processing Systems (NeurIPS), 2022
Hyeon-ju Park
Seunghun Lee
S. Kim
Jinyoung Park
Jisu Jeong
KyungHyun Kim
Jung-Woo Ha
Hyunwoo J. Kim
302
62
0
26 Mar 2022
Data Augmentation for Deep Graph Learning: A Survey
SIGKDD Explorations (SIGKDD Explor.), 2022
Kaize Ding
Zhe Xu
Hanghang Tong
Huan Liu
OOD
GNN
384
279
0
16 Feb 2022
Out-Of-Distribution Generalization on Graphs: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Haoyang Li
Xin Eric Wang
Ziwei Zhang
Wenwu Zhu
OOD
CML
599
133
0
16 Feb 2022
Generalizing Graph Neural Networks on Out-Of-Distribution Graphs
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Shaohua Fan
Xiao Wang
Chuan Shi
Peng Cui
Bai Wang
CML
OOD
OODD
AI4CE
462
127
0
20 Nov 2021
Lyapunov-stable neural-network control
Hongkai Dai
Benoit Landry
Lujie Yang
Marco Pavone
Russ Tedrake
327
160
0
29 Sep 2021
Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data
Qi Zhu
Natalia Ponomareva
Jiawei Han
Bryan Perozzi
OOD
433
135
0
02 Aug 2021
Pointer Graph Networks
Neural Information Processing Systems (NeurIPS), 2020
Petar Velivcković
Lars Buesing
Matthew Overlan
Razvan Pascanu
Oriol Vinyals
Charles Blundell
GNN
398
71
0
11 Jun 2020
Neural Lyapunov Control
Neural Information Processing Systems (NeurIPS), 2020
Ya-Chien Chang
Nima Roohi
Sicun Gao
504
380
0
01 May 2020
Simplifying Graph Convolutional Networks
Felix Wu
Tianyi Zhang
Amauri Souza
Christopher Fifty
Tao Yu
Kilian Q. Weinberger
GNN
897
3,773
0
19 Feb 2019
A Comprehensive Survey on Graph Neural Networks
Zonghan Wu
Shirui Pan
Fengwen Chen
Guodong Long
Chengqi Zhang
Philip S. Yu
FaML
GNN
AI4TS
AI4CE
1.9K
10,764
0
03 Jan 2019
Pitfalls of Graph Neural Network Evaluation
Oleksandr Shchur
Maximilian Mumme
Aleksandar Bojchevski
Stephan Günnemann
GNN
603
1,689
0
14 Nov 2018
Semi-Supervised Classification with Graph Convolutional Networks
Thomas Kipf
Max Welling
GNN
SSL
2.1K
34,253
0
09 Sep 2016
Revisiting Semi-Supervised Learning with Graph Embeddings
Zhilin Yang
William W. Cohen
Ruslan Salakhutdinov
GNN
SSL
898
2,432
0
29 Mar 2016
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