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• Inverse Abstraction of Neural Networks Using Symbolic Interpolation

  Sumanth Dathathri, Sicun Gao, Richard M. Murray

  3437-3444

  2019-07-17

• 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

• 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

• 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

• Eigenvalue Normalized Recurrent Neural Networks for Short Term Memory

  Kyle Helfrich, Qiang Ye

  4115-4122

  2020-04-03

• 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

• EA-CG: An Approximate Second-Order Method for Training Fully-Connected Neural Networks

  Sheng-Wei Chen, Chun-Nan Chou, Edward Y. Chang

  3337-3346

  2019-07-17

• 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

• High-Pass Matters: Theoretical Insights and Sheaflet-Based Design for Hypergraph Neural Networks

  Ming Li, Yujie Fang, Dongrui Shen, Han Feng, Xiaosheng Zhuang, Kelin Xia, Pietro Lio

  23039-23046

  2026-03-14

• 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

• 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

• On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems

  Alessio Gravina, Moshe Eliasof, Claudio Gallicchio, Davide Bacciu, Carola-Bibiane Schönlieb

  16906-16914

  2025-04-11

• 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

• 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

• 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