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• Interpreting Unfairness in Graph Neural Networks via Training Node Attribution

  Yushun Dong, Song Wang, Jing Ma, Ninghao Liu, Jundong Li

  7441-7449

  2023-06-26

• Repetition Makes Perfect: Recurrent Graph Neural Networks Match Message Passing Limit

  Eran Rosenbluth, Martin Grohe

  25168-25175

  2026-03-14

• Unified Graph Neural Networks Pre-training for Multi-domain Graphs

  Mingkai Lin, Xiaobin Hong, Wenzhong Li, Sanglu Lu

  12165-12173

  2025-04-11

• Beyond Fixed Depth: Adaptive Graph Neural Networks for Node Classification Under Varying Homophily

  Asela Hevapathige, Asiri Wijesinghe, Ahad N. Zehmakan

  21717-21725

  2026-03-14

• Generalization of Graph Neural Networks Is Robust to Model Mismatch

  Zhiyang Wang, Juan Cerviño, Alejandro Ribeiro

  21402-21410

  2025-04-11

• Domain Adaptive Unfolded Graph Neural Networks

  Zepeng Zhang, Olga Fink

  22714-22722

  2025-04-11

• Measuring Task Similarity and Its Implication in Fine-Tuning Graph Neural Networks

  Renhong Huang, Jiarong Xu, Xin Jiang, Chenglu Pan, Zhiming Yang, Chunping Wang, Yang Yang

  12617-12625

  2024-03-24

• Integrating Co-Training with Edge Discrimination to Enhance Graph Neural Networks Under Heterophily

  Siqi Liu, Dongxiao He, Zhizhi Yu, Di Jin, Zhiyong Feng, Weixiong Zhang

  18960-18968

  2025-04-11

• ALADE-SNN: Adaptive Logit Alignment in Dynamically Expandable Spiking Neural Networks for Class Incremental Learning

  Wenyao Ni, Jiangrong Shen, Qi Xu, Huajin Tang

  19712-19720

  2025-04-11

• Timestep-Compressed Attack on Spiking Neural Networks Through Timestep-Level Backpropagation

  Donghwa Kang, Doohyun Kim, Sang-Ki Ko, Jinkyu Lee, Hyeongboo Baek, Brent ByungHoon Kang

  5602-5610

  2026-03-14

• Urban Incident Prediction with Graph Neural Networks: Integrating Government Ratings and Crowdsourced Reports

  Sidhika Balachandar, Shuvom Sadhuka, Bonnie Berger, Emma Pierson, Nikhil Garg

  38194-38204

  2026-03-14

• Orthogonal Graph Neural Networks

  Kai Guo, Kaixiong Zhou, Xia Hu, Yu Li, Yi Chang, Xin Wang

  3996-4004

  2022-06-28

• Self-Supervised Graph Neural Networks via Diverse and Interactive Message Passing

  Liang Yang, Cheng Chen, Weixun Li, Bingxin Niu, Junhua Gu, Chuan Wang, Dongxiao He, Yuanfang Guo, Xiaochun Cao

  4327-4336

  2022-06-28

• Robust Heterogeneous Graph Neural Networks against Adversarial Attacks

  Mengmei Zhang, Xiao Wang, Meiqi Zhu, Chuan Shi, Zhiqiang Zhang, Jun Zhou

  4363-4370

  2022-06-28

• Learning from the Dark: Boosting Graph Convolutional Neural Networks with Diverse Negative Samples

  Wei Duan, Junyu Xuan, Maoying Qiao, Jie Lu

  6550-6558

  2022-06-28

• Multi-Zone Unit for Recurrent Neural Networks

  Fandong Meng, Jinchao Zhang, Yang Liu, Jie Zhou

  5150-5157

  2020-04-03

• Boosting Graph Neural Networks via Adaptive Knowledge Distillation

  Zhichun Guo, Chunhui Zhang, Yujie Fan, Yijun Tian, Chuxu Zhang, Nitesh V. Chawla

  7793-7801

  2023-06-26

• Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification

  Yinhua Piao, Sangseon Lee, Dohoon Lee, Sun Kim

  11165-11173

  2022-06-28

• Graph Segmentation and Contrastive Enhanced Explainer for Graph Neural Networks

  Zhiqiang Wang, Jiayu Guo, Jianqing Liang, Jiye Liang, Shiying Cheng, Jiarong Zhang

  21393-21401

  2025-04-11

• Asymmetric Learning for Spectral Graph Neural Networks

  Fangbing Liu, Qing Wang

  18798-18806

  2025-04-11

• Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks

  Yanwei Yue, Guibin Zhang, Haoran Yang, Dawei Cheng

  13152-13160

  2025-04-11

• Training Recurrent Neural Networks with Inherent Missing Data for Wearable Device Applications (Student Abstract)

  Sutashu Tomonaga, Haruo Mizutani, Kenji Doya

  29512-29513

  2025-04-11

• Refine then Classify: Robust Graph Neural Networks with Reliable Neighborhood Contrastive Refinement

  Shuman Zhuang, Zhihao Wu, Zhaoliang Chen, Hong-Ning Dai, Ximeng Liu

  13473-13482

  2025-04-11

• DropMessage: Unifying Random Dropping for Graph Neural Networks

  Taoran Fang, Zhiqing Xiao, Chunping Wang, Jiarong Xu, Xuan Yang, Yang Yang

  4267-4275

  2023-06-26

• Let Graph Be the Go Board: Gradient-Free Node Injection Attack for Graph Neural Networks via Reinforcement Learning

  Mingxuan Ju, Yujie Fan, Chuxu Zhang, Yanfang Ye

  4383-4390

  2023-06-26