MLSP-L3: Graph Neural Networks I
Tue, 16 Apr, 13:10 - 15:10 (UTC +9)
Location: Room E2
Session Type: Lecture
Session Co-Chairs: Che Lin, National Taiwan University and Claudio Battiloro, Harvard University/Sapienza University of Rome
Track: Machine Learning for Signal Processing
Click the to view the manuscript on IEEE Xplore Open Preview
Tue, 16 Apr, 13:10 - 13:30 (UTC +9)
 

MLSP-L3.1: DGLP: INCORPORATING ORIENTATION INFORMATION FOR ENHANCED LINK PREDICTION IN DIRECTED GRAPHS
Yusen Zhang, Yusong Tan, Songlei Jian, Qingbo Wu, National University of Defense Technology, China; Kenli Li, Hunan University, China
Tue, 16 Apr, 13:30 - 13:50 (UTC +9)
 

MLSP-L3.2: GRAPH NEURAL NETWORKS ARE MORE POWERFUL THAN WE THINK
Charilaos Kanatsoulis, Alejandro Ribeiro, University of Pennsylvania, United States of America
Tue, 16 Apr, 13:50 - 14:10 (UTC +9)
 

MLSP-L3.3: STABILITY OF GRAPH CONVOLUTIONAL NEURAL NETWORKS THROUGH THE LENS OF SMALL PERTURBATION ANALYSIS
Lucia Testa, Claudio Battiloro, Stefania Sardellitti, Sergio Barbarossa, Sapienza University of Rome, Italy
Tue, 16 Apr, 14:10 - 14:30 (UTC +9)
 

MLSP-L3.4: HYPERGRAPH TRANSFORMER FOR SEMI-SUPERVISED CLASSIFICATION
Zexi Liu, Shanghai Jiao Tong University, China; Bohan Tang, University of Oxford, United Kingdom of Great Britain and Northern Ireland; Ziyuan Ye, The Hong Kong Polytechnic University, Hong Kong; Xiaowen Dong, University of Oxford, United Kingdom of Great Britain and Northern Ireland; Siheng Chen, Yanfeng Wang, Shanghai Jiao Tong University, China
Tue, 16 Apr, 14:30 - 14:50 (UTC +9)
 

MLSP-L3.5: ADAPTIVE ORDER AGGREGATOR AND EXTRACTOR GRAPH NEURAL NETWORK
Ling Guo, Guoguo Ai, Hui Yan, School of Computer Science and Engineering, Nanjing University of Science and Technology, China
Tue, 16 Apr, 14:50 - 15:10 (UTC +9)
 

MLSP-L3.6: MERG: Multi-dimensional Edge Representation Generation Layer for Graph Neural Networks
Yuxin Song, Baidu, China; Cheng Luo, Shenzhen University, China; Aaron Jackson, Dundee University, United Kingdom of Great Britain and Northern Ireland; Xi Jia, University of Birmingham, United Kingdom of Great Britain and Northern Ireland; Weicheng Xie, Linlin Shen, Shenzhen University, China; Hatice Gunes, University of Cambridge, United Kingdom of Great Britain and Northern Ireland; Siyang Song, University of Leicester / University of Cambridge, United Kingdom of Great Britain and Northern Ireland