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• Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification

  Baoming Zhang, MingCai Chen, Jianqing Song, Shuangjie Li, Jie Zhang, Chongjun Wang

  13170-13178

  2025-04-11

• Structural Information Enhanced Graph Representation for Link Prediction

  Lei Shi, Bin Hu, Deng Zhao, Jianshan He, Zhiqiang Zhang, Jun Zhou

  14964-14972

  2024-03-24

• Improving Distinguishability of Class for Graph Neural Networks

  Dongxiao He, Shuwei Liu, Meng Ge, Zhizhi Yu, Guangquan Xu, Zhiyong Feng

  12349-12357

  2024-03-24

• Graph-based Label-Efficient Learning: When Graph-Structured Data Meets Limited Labels

  Zixing Song

  39831-39831

  2026-03-14

• MKG-FENN: A Multimodal Knowledge Graph Fused End-to-End Neural Network for Accurate Drug–Drug Interaction Prediction

  Di Wu, Wu Sun, Yi He, Zhong Chen, Xin Luo

  10216-10224

  2024-03-24

• Rethinking Multimodal Point Cloud Completion: A Completion-by-Correction Perspective

  Wang Luo, Di Wu, Hengyuan Na, Yinlin Zhu, Miao Hu, Guocong Quan

  7680-7688

  2026-03-14

• GREAT: Generalizable Representation Enhancement via Auxiliary Transformations for Zero-Shot Environmental Prediction

  Shiyuan Luo, Chonghao Qiu, Runlong Yu, Yiqun Xie, Xiaowei Jia

  38998-39006

  2026-03-14

• Rethinking Data-Free Quantization as a Zero-Sum Game

  Biao Qian, Yang Wang, Richang Hong, Meng Wang

  9489-9497

  2023-06-26

• Data Augmentation for Spoken Language Understanding via Joint Variational Generation

  Kang Min Yoo, Youhyun Shin, Sang-goo Lee

  7402-7409

  2019-07-17

• Multilingual Transfer Learning for QA using Translation as Data Augmentation

  Mihaela Bornea, Lin Pan, Sara Rosenthal, Radu Florian, Avirup Sil

  12583-12591

  2021-05-18

• Data Augmentation for Instruction Following Policies via Trajectory Segmentation

  Niklas Hoepner, Ilaria Tiddi, Herke van Hoof

  17214-17222

  2025-04-11

• Dual-Channel Learning Framework for Zero-Shot CircRNA-miRNA Interaction Prediction via State Space Modeling

  Mengmeng Wei, Lei Wang, Zhu-Hong You, Pengwei Hu, Bowei Zhao, Zhi-An Huang, Yu-An Huang, Haicheng Yi

  1258-1266

  2026-03-14

• Fair Training with Zero Inputs

  Wenjie Pan, Jianqing Zhu, Huanqiang Zeng

  6317-6325

  2025-04-11

• Federated t-SNE and UMAP for Distributed Data Visualization

  Dong Qiao, Xinxian Ma, Jicong Fan

  20014-20023

  2025-04-11

• Learning Graph Convolutional Network for Skeleton-Based Human Action Recognition by Neural Searching

  Wei Peng, Xiaopeng Hong, Haoyu Chen, Guoying Zhao

  2669-2676

  2020-04-03

• Weight Predictor Network with Feature Selection for Small Sample Tabular Biomedical Data

  Andrei Margeloiu, Nikola Simidjievski, Pietro Liò, Mateja Jamnik

  9081-9089

  2023-06-26

• Coupling Graph Neural Networks with Fractional Order Continuous Dynamics: A Robustness Study

  Qiyu Kang, Kai Zhao, Yang Song, Yihang Xie, Yanan Zhao, Sijie Wang, Rui She, Wee Peng Tay

  13049-13058

  2024-03-24

• Privacy-Preserving Representation Learning for Text-Attributed Networks with Simplicial Complexes

  Huixin Zhan, Victor S. Sheng

  16143-16144

  2024-07-15

• Multi-Scale Dynamic Graph Learning for Time Series Anomaly Detection (Student Abstract)

  Yixuan Jin, Yutao Wei, Zhangtao Cheng, Wenxin Tai, Chunjing Xiao, Ting Zhong

  23523-23524

  2024-03-24

• Continuous-Time Attention for Sequential Learning

  Jen-Tzung Chien, Yi-Hsiang Chen

  7116-7124

  2021-05-18

• Class-Attentive Diffusion Network for Semi-Supervised Classification

  Jongin Lim, Daeho Um, Hyung Jin Chang, Dae Ung Jo, Jin Young Choi

  8601-8609

  2021-05-18

• SpotActor: Training-Free Layout-Controlled Consistent Image Generation

  Jiahao Wang, Caixia Yan, Weizhan Zhang, Haonan Lin, Mengmeng Wang, Guang Dai, Tieliang Gong, Hao Sun, Jingdong Wang

  7718-7726

  2025-04-11

• Class-Independent Regularization for Learning with Noisy Labels

  Rumeng Yi, Dayan Guan, Yaping Huang, Shijian Lu

  3276-3284

  2023-06-26

• NLGT: Neighborhood-based and Label-enhanced Graph Transformer Framework for Node Classification

  Xiaolong Xu, Yibo Zhou, Haolong Xiang, Xiaoyong Li, Xuyun Zhang, Lianyong Qi, Wanchun Dou

  12954-12962

  2025-04-11

• Statistical Learning Theory for Distributional Classification

  Christian Fiedler

  21120-21127

  2026-03-14