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Yixuan He

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Generalization Error of Graph Neural Networks in the Mean-field Regime

Feb 10, 2024
Gholamali Aminian, Yixuan He, Gesine Reinert, Łukasz Szpruch, Samuel N. Cohen

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Robust Angular Synchronization via Directed Graph Neural Networks

Oct 09, 2023
Yixuan He, Gesine Reinert, David Wipf, Mihai Cucuringu

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DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion

Jan 23, 2023
Qitian Wu, Chenxiao Yang, Wentao Zhao, Yixuan He, David Wipf, Junchi Yan

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MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian

Sep 18, 2022
Yixuan He, Michael Permultter, Gesine Reinert, Mihai Cucuringu

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CEP3: Community Event Prediction with Neural Point Process on Graph

May 21, 2022
Xuhong Wang, Sirui Chen, Yixuan He, Minjie Wang, Quan Gan, Yupu Yang, Junchi Yan

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PyTorch Geometric Signed Directed: A Survey and Software on Graph Neural Networks for Signed and Directed Graphs

Feb 22, 2022
Yixuan He, Xitong Zhang, Junjie Huang, Mihai Cucuringu, Gesine Reinert

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GNNRank: Learning Global Rankings from Pairwise Comparisons via Directed Graph Neural Networks

Feb 01, 2022
Yixuan He, Quan Gan, David Wipf, Gesine Reinert, Junchi Yan, Mihai Cucuringu

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SSSNET: Semi-Supervised Signed Network Clustering

Oct 13, 2021
Yixuan He, Gesine Reinert, Songchao Wang, Mihai Cucuringu

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DIGRAC: Digraph Clustering with Flow Imbalance

Jun 09, 2021
Yixuan He, Gesine Reinert, Mihai Cucuringu

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PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models

Apr 30, 2021
Benedek Rozemberczki, Paul Scherer, Yixuan He, George Panagopoulos, Maria Astefanoaei, Oliver Kiss, Ferenc Beres, Nicolas Collignon, Rik Sarkar

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