Title
CATS: Mitigating Correlation Shift for Multivariate Time Series Classification Xiao Lin Zhichen Zeng Tianxin Wei Zhining Liu Yuzhong Chen Hanghang Tong AI4TS 28 0 0 05 Apr 2025
Social Network User Profiling for Anomaly Detection Based on Graph Neural Networks Yiwei Zhang 35 6 0 25 Mar 2025
OCRT: Boosting Foundation Models in the Open World with Object-Concept-Relation Triad Luyao Tang Yuxuan Yuan C. L. P. Chen Zeyu Zhang Yue Huang Kun Zhang 48 0 0 24 Mar 2025
Evolving Hard Maximum Cut Instances for Quantum Approximate Optimization Algorithms Shuaiqun Pan Yash J. Patel Aneta Neumann Frank Neumann Thomas Bäck Hao Wang 28 0 0 30 Jan 2025
Cross-Attention Graph Neural Networks for Inferring Gene Regulatory Networks with Skewed Degree Distribution Jiaqi Xiong Nan Yin Yifan Sun Haoyang Li Yingxu Wang Duo Ai Fang Pan Shiyang Liang 75 0 0 10 Jan 2025
Joint Combinatorial Node Selection and Resource Allocations in the Lightning Network using Attention-based Reinforcement Learning Mahdi Salahshour Amirahmad Shafiee Mojtaba Tefagh 61 0 0 26 Nov 2024
Enhancing Object Detection Accuracy in Autonomous Vehicles Using Synthetic Data Sergei Voronin Abubakar Siddique Muhammad Iqbal 59 0 0 23 Nov 2024
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation Kexin Zhang Shuhan Liu Song Wang Weili Shi Chen Chen Pan Li Sheng R. Li Jundong Li Kaize Ding OOD 45 2 0 25 Oct 2024
Degree Distribution based Spiking Graph Networks for Domain Adaptation Yingxu Wang Siwei Liu Siwei Liu Shangsong Liang 15 3 0 09 Oct 2024
Entity-Aware Self-Attention and Contextualized GCN for Enhanced Relation Extraction in Long Sentences Xin Wang Xinyi Bai 11 0 0 15 Sep 2024
Graffin: Stand for Tails in Imbalanced Node Classification Xiaorui Qi Yanlong Wen Xiaojie Yuan 13 0 0 09 Sep 2024
Entity-Aware Biaffine Attention Model for Improved Constituent Parsing with Reduced Entity Violations Xinyi Bai 18 0 0 01 Sep 2024
SA-GDA: Spectral Augmentation for Graph Domain Adaptation Jinhui Pang Zixuan Wang Jiliang Tang Mingyan Xiao Nan Yin OOD 25 17 0 17 Aug 2024
IDEA: A Flexible Framework of Certified Unlearning for Graph Neural Networks Yushun Dong Binchi Zhang Zhenyu Lei Na Zou Jundong Li MU 59 5 0 28 Jul 2024
Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning Bowen Zhang Zhichao Huang Genan Dai Guangning Xu Xiaomao Fan Hu Huang 29 0 0 02 Jul 2024
Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark Yili Wang Yixin Liu Xu Shen Chenyu Li Kaize Ding Rui Miao Ying Wang Shirui Pan Xin Wang 24 6 0 21 Jun 2024
LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework Yiran Qiao Xiang Ao Yang Liu Jiarong Xu Xiaoqian Sun Qing He 19 3 0 22 May 2024
Towards Graph Contrastive Learning: A Survey and Beyond Wei Ju Yifan Wang Yifang Qin Zhengyan Mao Zhiping Xiao ... Dongjie Wang Qingqing Long Siyu Yi Xiao Luo Ming Zhang 32 12 0 20 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 36 1 0 20 May 2024
Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum Tao Meng Fuchen Zhang Yuntao Shou Wei Ai Nan Yin Keqin Li 24 21 0 27 Apr 2024
Revisiting Multi-modal Emotion Learning with Broad State Space Models and Probability-guidance Fusion Yuntao Shou Tao Meng Fuchen Zhang Nan Yin Keqin Li Mamba 25 4 0 27 Apr 2024
Utilizing Graph Generation for Enhanced Domain Adaptive Object Detection Mu Wang 24 0 0 23 Apr 2024
Continuous Spiking Graph Neural Networks Nan Yin Mengzhu Wang Li Shen Hitesh Laxmichand Patel Baopu Li Bin Gu Huan Xiong GNN 21 4 0 02 Apr 2024
Towards out-of-distribution generalizable predictions of chemical kinetics properties Zihao W. Wang Yongqiang Chen Yang Duan Weijiang Li Bo Han James Cheng Hanghang Tong OOD 23 6 0 04 Oct 2023
CoCo: A Coupled Contrastive Framework for Unsupervised Domain Adaptive Graph Classification Nan Yin Libin Shen Mengzhu Wang L. Lan Zeyu Ma C. L. Philip Chen Xiansheng Hua Xiao Luo 16 41 0 08 Jun 2023
Mind the Label Shift of Augmentation-based Graph OOD Generalization Junchi Yu Jian Liang R. He 29 27 0 27 Mar 2023
Empowering Graph Representation Learning with Test-Time Graph Transformation Wei Jin Tong Zhao Jiayu Ding Yozen Liu Jiliang Tang Neil Shah OOD 84 59 0 07 Oct 2022
Rethinking Graph Neural Networks for Anomaly Detection Jianheng Tang Jiajin Li Zi-Chao Gao Jia Li 61 193 0 31 May 2022
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs Yangze Zhou Gitta Kutyniok Bruno Ribeiro OODD AI4CE 70 37 0 30 May 2022
KGNN: Harnessing Kernel-based Networks for Semi-supervised Graph Classification Wei Ju Junwei Yang Meng Qu Weiping Song Jianhao Shen Ming Zhang 15 42 0 21 May 2022
Trustworthy Graph Neural Networks: Aspects, Methods and Trends He Zhang Bang Wu Xingliang Yuan Shirui Pan Hanghang Tong Jian Pei 34 98 0 16 May 2022
Discovering Invariant Rationales for Graph Neural Networks Yingmin Wu Xiang Wang An Zhang Xiangnan He Tat-Seng Chua OOD AI4CE 87 170 0 30 Jan 2022
FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks Yuhang Yao Weizhao Jin Srivatsan Ravi Carlee Joe-Wong GNN FedML 43 17 0 28 Jan 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 52 73 0 24 Jan 2022
Releasing Graph Neural Networks with Differential Privacy Guarantees Iyiola E. Olatunji Thorben Funke Megha Khosla 24 44 0 18 Sep 2021
Membership Inference Attack on Graph Neural Networks Iyiola E. Olatunji Wolfgang Nejdl Megha Khosla AAML 23 96 0 17 Jan 2021
Uncertainty Aware Semi-Supervised Learning on Graph Data Xujiang Zhao Feng Chen Shu Hu Jin-Hee Cho UQCV EDL BDL 102 100 0 24 Oct 2020
Model Extraction Attacks on Graph Neural Networks: Taxonomy and Realization Bang Wu Xiangwen Yang Shirui Pan Xingliang Yuan MIACV MLAU 47 47 0 24 Oct 2020
Stealing Links from Graph Neural Networks Xinlei He Jinyuan Jia Michael Backes Neil Zhenqiang Gong Yang Zhang AAML 53 164 0 05 May 2020