Chen, Yuzhou

25 publications

CPAL 2025 Bridging Domain Adaptation and Graph Neural Networks: A Tensor-Based Framework for Effective Label Propagation Tao Wen, Elynn Chen, Yuzhou Chen, Qi Lei

AISTATS 2025 Conditional Prediction ROC Bands for Graph Classification Yujia Wu, Bo Yang, Elynn Chen, Yuzhou Chen, Zheshi Zheng

TMLR 2025 Stochastic Block Model-Aware Topological Neural Networks for Graph Link Prediction Yuzhou Chen, Xiao Guo, Shujie Ma

ICML 2025 TMetaNet: Topological Meta-Learning Framework for Dynamic Link Prediction Hao Li, Hao Wan, Yuzhou Chen, Dongsheng Ye, Yulia Gel, Hao Jiang

ICLR 2025 Topological Zigzag Spaghetti for Diffusion-Based Generation and Prediction on Graphs Yuzhou Chen, Yulia Gel

AAAI 2025 When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning Naheed Anjum Arafat, Debabrota Basu, Yulia R. Gel, Yuzhou Chen

AAAI 2024 SNN-PDE: Learning Dynamic PDEs from Data with Simplicial Neural Networks Jae Choi, Yuzhou Chen, Huikyo Lee, Hyun Kim, Yulia R. Gel

AISTATS 2024 Tensor-View Topological Graph Neural Network Tao Wen, Elynn Chen, Yuzhou Chen

AAAI 2024 Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence Baris Coskunuzer, Ignacio Segovia-Dominguez, Yuzhou Chen, Yulia R. Gel

AAAI 2024 TopoGCL: Topological Graph Contrastive Learning Yuzhou Chen, José Frías, Yulia R. Gel

LoG 2023 EMP: Effective Multidimensional Persistence for Graph Representation Learning Yuzhou Chen, Ignacio Segovia-Dominguez, Cuneyt Gurcan Akcora, Zhiwei Zhen, Murat Kantarcioglu, Yulia Gel, Baris Coskunuzer

AAAI 2023 Graph of Graphs: A New Knowledge Representation Mechanism for Graph Learning (Student Abstract) Zhiwei Zhen, Yuzhou Chen, Murat Kantarcioglu, Yulia R. Gel

ECML-PKDD 2023 H2-Nets: Hyper-Hodge Convolutional Neural Networks for Time-Series Forecasting Yuzhou Chen, Tian Jiang, Yulia R. Gel

AAAI 2023 Topological Pooling on Graphs Yuzhou Chen, Yulia R. Gel

LoG 2023 United We Stand, Divided We Fall: Networks to Graph (N2G) Abstraction for Robust Graph Classification Under Graph Label Corruption Zhiwei Zhen, Yuzhou Chen, Murat Kantarcioglu, Kangkook Jee, Yulia Gel

AAAI 2022 BScNets: Block Simplicial Complex Neural Networks Yuzhou Chen, Yulia R. Gel, H. Vincent Poor

ICLR 2022 TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting Yuzhou Chen, Ignacio Segovia-Dominguez, Baris Coskunuzer, Yulia Gel

AAAI 2022 TCN: Pioneering Topological-Based Convolutional Networks for Planetary Terrain Learning Yuzhou Chen, Yuliya Marchetti, Elena Sizikova, Yulia R. Gel

NeurIPS 2022 Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve Based Supra-Hodge Convolution Networks for Time-Series Forecasting Yuzhou Chen, Yulia Gel, H. Vincent Poor

NeurIPS 2022 ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery Andaç Demir, Baris Coskunuzer, Yulia Gel, Ignacio Segovia-Dominguez, Yuzhou Chen, Bulent Kiziltan

ECML-PKDD 2022 TopoAttn-Nets: Topological Attention in Graph Representation Learning Yuzhou Chen, Elena Sizikova, Yulia R. Gel

AAAI 2021 Deepening the Sense of Touch in Planetary Exploration with Geometric and Topological Deep Learning Yuzhou Chen, Yuliya Marchetti, Yulia R. Gel

AAAI 2021 Topological Machine Learning Methods for Power System Responses to Contingencies Brian Bush, Yuzhou Chen, Dorcas Ofori-Boateng, Yulia R. Gel

NeurIPS 2021 Topological Relational Learning on Graphs Yuzhou Chen, Baris Coskunuzer, Yulia Gel

ICML 2021 Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting Yuzhou Chen, Ignacio Segovia, Yulia R. Gel