Title
Top Ten Challenges Towards Agentic Neural Graph Databases Jiaxin Bai Zehua Wang Yukun Zhou hang Yin Weizhi Fei ... Binhang Yuan Wei Wang Lei Chen Xiaofang Zhou Yangqiu Song 109 0 0 24 Jan 2025
Reconsidering the Performance of GAE in Link Prediction Weishuo Ma Yanbo Wang Xuben Wang Muhan Zhang 36 1 0 06 Nov 2024
Leiden-Fusion Partitioning Method for Effective Distributed Training of Graph Embeddings Yuhe Bai Camélia Constantin Hubert Naacke GNN 25 4 0 15 Sep 2024
Neighbour-level Message Interaction Encoding for Improved Representation Learning on Graphs Haimin Zhang Min Xu GNN 38 0 0 15 Apr 2024
GeNet: A Graph Neural Network-based Anti-noise Task-Oriented Semantic Communication Paradigm Chunhang Zheng Kechao Cai 25 0 0 27 Mar 2024
Better Schedules for Low Precision Training of Deep Neural Networks Cameron R. Wolfe Anastasios Kyrillidis 47 1 0 04 Mar 2024
RAGFormer: Learning Semantic Attributes and Topological Structure for Fraud Detection Haolin Li Shuyang Jiang Lifeng Zhang Siyuan Du Guangnan Ye Hongfeng Chai 24 0 0 27 Feb 2024
Syntactic Fusion: Enhancing Aspect-Level Sentiment Analysis Through Multi-Tree Graph Integration Jane Sunny Tom Padraig Roggie Terry Woods Ali 34 0 0 28 Nov 2023
GSLB: The Graph Structure Learning Benchmark Zhixun Li Liang Wang Xin Sun Yifan Luo Yanqiao Zhu ... Xiangxin Zhou Qiang Liu Shu Wu Liang Wang Jeffrey Xu Yu 45 34 0 08 Oct 2023
STAG: Enabling Low Latency and Low Staleness of GNN-based Services with Dynamic Graphs Jiawen Wang Quan Chen Deze Zeng Zhuo Song Chen Chen Minyi Guo GNN 34 2 0 27 Sep 2023
VertexSerum: Poisoning Graph Neural Networks for Link Inference Ruyi Ding Shijin Duan Xiaolin Xu Yunsi Fei AAML GNN 48 4 0 02 Aug 2023
Transferable Graph Neural Fingerprint Models for Quick Response to Future Bio-Threats Wei Chen Yihui Ren Ai Kagawa Matthew R. Carbone Sam Yen-Chi Chen ... Austin R. Clyde Arvind Ramanathan R. Stevens Hubertus Van Dam D. Lu OOD 29 2 0 17 Jul 2023
Source-Aware Embedding Training on Heterogeneous Information Networks Tsai Hor Chan Chi Ho Wong Jiajun Shen Guosheng Yin 32 5 0 10 Jul 2023
The Evolution of Distributed Systems for Graph Neural Networks and their Origin in Graph Processing and Deep Learning: A Survey Jana Vatter R. Mayer Hans-Arno Jacobsen GNN AI4TS AI4CE 45 23 0 23 May 2023
FedHGN: A Federated Framework for Heterogeneous Graph Neural Networks Xinyu Fu Irwin King FedML 41 4 0 16 May 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 29 96 0 23 Mar 2023
Graph-based Knowledge Distillation: A survey and experimental evaluation Jing Liu Tongya Zheng Guanzheng Zhang Qinfen Hao 33 8 0 27 Feb 2023
Learning to Substitute Ingredients in Recipes Bahare Fatemi Quentin Duval Rohit Girdhar M. Drozdzal Adriana Romero Soriano 29 7 0 15 Feb 2023
Optimus-CC: Efficient Large NLP Model Training with 3D Parallelism Aware Communication Compression Jaeyong Song Jinkyu Yim Jaewon Jung Hongsun Jang H. Kim Youngsok Kim Jinho Lee GNN 24 25 0 24 Jan 2023
Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Pushpak Pati Guillaume Jaume Zeineb Ayadi Kevin Thandiackal Behzad Bozorgtabar M. Gabrani O. Goksel 20 17 0 07 Jan 2023
PiPAD: Pipelined and Parallel Dynamic GNN Training on GPUs Chunyang Wang Desen Sun Yunru Bai GNN AI4CE 50 15 0 01 Jan 2023
MA-GCL: Model Augmentation Tricks for Graph Contrastive Learning Xumeng Gong Cheng Yang Chuan Shi VLM 22 41 0 14 Dec 2022
BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning Jihoon Ko Shinhwan Kang Taehyung Kwon Heechan Moon Kijung Shin CLL 36 7 0 26 Nov 2022
Extreme Acceleration of Graph Neural Network-based Prediction Models for Quantum Chemistry Hatem Helal J. Firoz Jenna A. Bilbrey M. M. Krell Tom Murray Ang Li S. Xantheas Sutanay Choudhury GNN 43 5 0 25 Nov 2022
Self-Supervised Graph Structure Refinement for Graph Neural Networks Jianan Zhao Qianlong Wen Mingxuan Ju Chuxu Zhang Yanfang Ye 40 20 0 12 Nov 2022
ImageCAS: A Large-Scale Dataset and Benchmark for Coronary Artery Segmentation based on Computed Tomography Angiography Images An Zeng Chunbiao Wu Meiping Huang Jian Zhuang Shanshan Bi ... Tianchen Wang Yiyu Shi Xiaomeng Li Guisen Lin Xiaowei Xu 20 58 0 03 Nov 2022
INGREX: An Interactive Explanation Framework for Graph Neural Networks Tien-Cuong Bui Van-Duc Le Wen-Syan Li S. Cha 21 0 0 03 Nov 2022
Optimizing DNN Compilation for Distributed Training with Joint OP and Tensor Fusion Xiaodong Yi Shiwei Zhang Lansong Diao Chuan Wu Zhen Zheng Shiqing Fan Siyu Wang Jun Yang W. Lin 36 4 0 26 Sep 2022
Evaluating Explainability for Graph Neural Networks Chirag Agarwal Owen Queen Himabindu Lakkaraju Marinka Zitnik 51 99 0 19 Aug 2022
Learning Graph Neural Networks for Image Style Transfer Yongcheng Jing Yining Mao Yiding Yang Yibing Zhan Xiuming Zhang Xinchao Wang Dacheng Tao 41 55 0 24 Jul 2022
Edge Direction-invariant Graph Neural Networks for Molecular Dipole Moments Prediction Yang Jeong Park GNN 23 1 0 26 Jun 2022
Label-Enhanced Graph Neural Network for Semi-supervised Node Classification Le Yu Leilei Sun Bowen Du T. Zhu Weifeng Lv 32 14 0 31 May 2022
Trustworthy Graph Neural Networks: Aspects, Methods and Trends He Zhang Bang Wu Xingliang Yuan Shirui Pan Hanghang Tong Jian Pei 45 104 0 16 May 2022
COIN: Communication-Aware In-Memory Acceleration for Graph Convolutional Networks Sumit K. Mandal Gokul Krishnan A. Alper Goksoy Gopikrishnan R. Nair Yu Cao Ümit Y. Ogras GNN 29 10 0 15 May 2022
A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction Runxin Xu Peiyi Wang Tianyu Liu Shuang Zeng Baobao Chang Zhifang Sui 36 44 0 30 Apr 2022
Encoder-Decoder Architecture for Supervised Dynamic Graph Learning: A Survey Yuecai Zhu Fuyuan Lyu Chengming Hu X. Chen Xue Liu AI4TS AI4CE 21 20 0 20 Mar 2022
Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning Maya Kapoor Joshua Melton Michael Ridenhour Mahalavanya Sriram Thomas Moyer S. Krishnan 20 0 0 05 Mar 2022
MuMiN: A Large-Scale Multilingual Multimodal Fact-Checked Misinformation Social Network Dataset Dan Saattrup Nielsen Ryan McConville 22 72 0 23 Feb 2022
ChemicalX: A Deep Learning Library for Drug Pair Scoring Benedek Rozemberczki Charles Tapley Hoyt A. Gogleva Piotr Grabowski Klas Karis ... Sebastian Nilsson M. Ughetto Yu-Chiang Frank Wang Tyler Derr Benjamin M. Gyori 15 25 0 10 Feb 2022
MariusGNN: Resource-Efficient Out-of-Core Training of Graph Neural Networks R. Waleffe J. Mohoney Theodoros Rekatsinas Shivaram Venkataraman GNN 24 25 0 04 Feb 2022
Towards Collaborative Question Answering: A Preliminary Study Xiangkun Hu Hang Yan Qipeng Guo Xipeng Qiu Weinan Zhang Zheng-Wei Zhang 25 0 0 24 Jan 2022
Graph attentive feature aggregation for text-independent speaker verification Hye-jin Shim Ju-Sung Heo Jae-han Park Gareth Lee Ha-Jin Yu 35 16 0 23 Dec 2021
BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing Tianfeng Liu Yangrui Chen Dan Li Chuan Wu Yibo Zhu Jun He Size Zheng Hongzheng Chen Hongzhi Chen Chuanxiong Guo GNN 31 77 0 16 Dec 2021
QGTC: Accelerating Quantized Graph Neural Networks via GPU Tensor Core Yuke Wang Boyuan Feng Yufei Ding GNN 33 41 0 18 Nov 2021
Generalizable Cross-Graph Embedding for GNN-based Congestion Prediction Amur Ghose Vincent Zhang Yingxue Zhang Dong Li Wulong Liu Mark J. Coates 40 26 0 10 Nov 2021
Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning Qinkai Zheng Xu Zou Yuxiao Dong Yukuo Cen Da Yin Jiarong Xu Yang Yang Jie Tang OOD AAML 30 50 0 08 Nov 2021
Optimizing Sparse Matrix Multiplications for Graph Neural Networks Shenghao Qiu You Liang Zheng Wang GNN 23 18 0 30 Oct 2021
pygrank: A Python Package for Graph Node Ranking Emmanouil Krasanakis Symeon Papadopoulos Y. Kompatsiaris A. Symeonidis 27 3 0 18 Oct 2021
Meta-Aggregator: Learning to Aggregate for 1-bit Graph Neural Networks Yongcheng Jing Yiding Yang Xinchao Wang Xiuming Zhang Dacheng Tao 16 38 0 27 Sep 2021
Inductive Matrix Completion Using Graph Autoencoder Wei Shen Chuheng Zhang Yunkun Tian Liang Zeng Xiaonan He Wanchun Dou Xiaolong Xu 11 24 0 25 Aug 2021