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• 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

• Keep the Faith: Faithful Explanations in Convolutional Neural Networks for Case-Based Reasoning

  Tom Nuno Wolf, Fabian Bongratz, Anne-Marie Rickmann, Sebastian Pölsterl, Christian Wachinger

  5921-5929

  2024-03-24

• Pre-Training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck

  Van Thuy Hoang, O-Joun Lee

  17204-17213

  2025-04-11

• Absum: Simple Regularization Method for Reducing Structural Sensitivity of Convolutional Neural Networks

  Sekitoshi Kanai, Yasutoshi Ida, Yasuhiro Fujiwara, Masanori Yamada, Shuichi Adachi

  4394-4403

  2020-04-03

• 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

• Enhancing Logical Expressiveness in Graph Neural Networks via Path-Neighbor Aggregation

  Han Yu, Xiaojuan Zhao, Aiping Li, Kai Chen, Ziniu Liu, Zhichao Peng

  27917-27924

  2026-03-14

• Asymmetric Learning for Spectral Graph Neural Networks

  Fangbing Liu, Qing Wang

  18798-18806

  2025-04-11

• Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning

  Wachirawit Ponghiran, Kaushik Roy

  8001-8008

  2022-06-28

• Neural Networks Classify through the Class-Wise Means of Their Representations

  Mohamed El Amine Seddik, Mohamed Tamaazousti

  8204-8211

  2022-06-28

• Entropy Induced Pruning Framework for Convolutional Neural Networks

  Yiheng Lu, Ziyu Guan, Yaming Yang, Wei Zhao, Maoguo Gong, Cai Xu

  3918-3926

  2024-03-24

• 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

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

  Yinhua Piao, Sangseon Lee, Dohoon Lee, Sun Kim

  11165-11173

  2022-06-28

• Pseudo-Spiking Neurons: A Noise-Based Training Framework for Heterogeneous-Latency Spiking Neural Networks

  Yuxuan Zhang, Yuhang Sun, Hongjue Li, Yue Deng, Wen Yao

  28555-28563

  2026-03-14

• Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View

  Deli Chen, Yankai Lin, Wei Li, Peng Li, Jie Zhou, Xu Sun

  3438-3445

  2020-04-03

• PICNN: A Pathway towards Interpretable Convolutional Neural Networks

  Wengang Guo, Jiayi Yang, Huilin Yin, Qijun Chen, Wei Ye

  2003-2012

  2024-03-24

• Exploring the Potentials of Spiking Neural Networks for Image Deraining

  Shuang Chen, Tom Krajnik, Farshad Arvin, Amir Atapour-Abarghouei

  3029-3037

  2026-03-14

• 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

• Eigenvalue Normalized Recurrent Neural Networks for Short Term Memory

  Kyle Helfrich, Qiang Ye

  4115-4122

  2020-04-03

• 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

• SMiLE: Provably Enforcing Global Relational Properties in Neural Networks

  Matteo Francobaldi, Michele Lombardi, Andrea Lodi

  37387-37395

  2026-03-14

• Rethinking Causal Relationships Learning in Graph Neural Networks

  Hang Gao, Chengyu Yao, Jiangmeng Li, Lingyu Si, Yifan Jin, Fengge Wu, Changwen Zheng, Huaping Liu

  12145-12154

  2024-03-24

• Adaptive Riemannian Graph Neural Networks

  Xudong Wang, Chris Ding, Tongxin Li, Jicong Fan

  26606-26614

  2026-03-14

• 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