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• MA-GCL: Model Augmentation Tricks for Graph Contrastive Learning

  Xumeng Gong, Cheng Yang, Chuan Shi

  4284-4292

  2023-06-26

• An Efficient Subgraph-Inferring Framework for Large-Scale Heterogeneous Graphs

  Wei Zhou, Hong Huang, Ruize Shi, Kehan Yin, Hai Jin

  9431-9439

  2024-03-24

• MetaAugment: Sample-Aware Data Augmentation Policy Learning

  Fengwei Zhou, Jiawei Li, Chuanlong Xie, Fei Chen, Lanqing Hong, Rui Sun, Zhenguo Li

  11097-11105

  2021-05-18

• Convolutional Spectral Kernel Learning with Generalization Guarantees (Abstract Reprint)

  Jian Li, Yong Liu, Weiping Wang

  22704-22704

  2024-03-24

• MetaGameBO: Hierarchical Game-Theoretic Driven Robust Meta-Learning for Bayesian Optimization

  Hui Li, Huafeng Liu, Yiran Fu, Shuyang Lin, Baoxin Zhang, Deqiang Ouyang, Liping Jing, Jian Yu

  36705-36713

  2026-03-14

• Who’s the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of Multicalibration

  Karina Halevy, Karly Hou, Charumathi Badrinath

  17014-17022

  2025-04-11

• SEED: Spectral Entropy-Guided Evaluation of Spatial-Temporal Dependencies for Multivariate Time Series Forecasting

  Feng Xiong, Zongxia Xie, Yanru Sun, Haoyu Wang, Jianhong Lin

  27153-27161

  2026-03-14

• MFmamba: A Multi-function Network for Panchromatic Image Resolution Restoration Based on State-Space Model

  Qian Jiang, Qianqian Wang, Xin Jin, Michał Woźniak, Shaowen Yao, Wei Zhou

  5406-5414

  2026-03-14

• Advancing Loss Functions in Recommender Systems: A Comparative Study with a Rényi Divergence-Based Solution

  Shengjia Zhang, Jiawei Chen, Changdong Li, Sheng Zhou, Qihao Shi, Yan Feng, Chun Chen, Can Wang

  13286-13294

  2025-04-11

• CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework

  Wei Chen, Yuting Wu, Shuhan Wu, Zhiyu Zhang, Mengqi Liao, Youfang Lin, Huaiyu Wan

  14815-14823

  2025-04-11

• DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation

  Xiaowei Mao, Yan Lin, Shengnan Guo, Yubin Chen, Xingyu Xian, Haomin Wen, Qisen Xu, Youfang Lin, Huaiyu Wan

  12390-12398

  2025-04-11

• Each Fake News Is Fake in Its Own Way: An Attribution Multi-Granularity Benchmark for Multimodal Fake News Detection

  Hao Guo, Zihan Ma, Zhi Zeng, Minnan Luo, Weixin Zeng, Jiuyang Tang, Xiang Zhao

  228-236

  2025-04-11

• Breaking Barriers in Physical-World Adversarial Examples: Improving Robustness and Transferability via Robust Feature

  Yichen Wang, Yuxuan Chou, Ziqi Zhou, Hangtao Zhang, Wei Wan, Shengshan Hu, Minghui Li

  8069-8077

  2025-04-11

• GANTEE: Generative Adversarial Network for Taxonomy Enterance Evaluation

  Zhouhong Gu, Sihang Jiang, Jingping Liu, Yanghua Xiao, Hongwei Feng, Zhixu Li, Jiaqing Liang, Zhong Jian

  6380-6388

  2023-06-26

• Improved Graph Contrastive Learning for Short Text Classification

  Yonghao Liu, Lan Huang, Fausto Giunchiglia, Xiaoyue Feng, Renchu Guan

  18716-18724

  2024-03-24

• Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations

  Deyu Bo, Binbin Hu, Xiao Wang, Zhiqiang Zhang, Chuan Shi, Jun Zhou

  3913-3921

  2022-06-28

• Exploiting Inter-Session Information with Frequency-enhanced Dual-Path Networks for Sequential Recommendation

  Peng He, Yanglei Gan, Tingting Dai, Run Lin, Xuexin Li, Yao Liu, Qiao Liu

  14820-14828

  2026-03-14

• Dropout Training for Support Vector Machines

  Ning Chen, Jun Zhu, Jianfei Chen, Bo Zhang

  2014-06-21

• SAOT: An Enhanced Locality-Aware Spectral Transformer for Solving PDEs

  Chenhong Zhou, Jie Chen, Zaifeng Yang

  28928-28936

  2026-03-14

• SSUN-Net: Spatial-Spectral Prior-Aware Unfolding Network for Pan-Sharpening

  Shijie Fang, Hongping Gan

  2897-2905

  2025-04-11

• Spectral Clustering Using Multilinear SVD: Analysis, Approximations and Applications

  Debarghya Ghoshdastidar, Ambedkar Dukkipati

  2015-02-21

• SEBSFormer: A Spectral-Enhanced Bi-Stream Transformer for Robust EEG Decoding

  Lin Zhang, Shikui Tu, Lei Xu

  18002-18010

  2026-03-14

• Adaptive Graph Convolutional Neural Networks

  Ruoyu Li, Sheng Wang, Feiyun Zhu, Junzhou Huang

  2018-04-29

• Dual-Channel Interactive Graph Transformer for Traffic Classification with Message-Aware Flow Representation

  Xing Qiu, Guang Cheng, Weizhou Zhu, Dandan Niu, Nan Fu

  685-693

  2025-04-11

• Tractable Sharpness-Aware Learning of Probabilistic Circuits

  Hrithik Suresh, Sahil Sidheekh, Vishnu Shreeram M P, Sriraam Natarajan, Narayanan Chatapuram Krishnan

  25736-25744

  2026-03-14