Graphical Neural Networks

GNN

Graphical Neural Networks (GNNs) are a class of neural networks designed to perform inference on data described by graphs.

Neighbor communities

51015

Featured Papers

0 / 0 papers shown

Title

All papers

50 / 4,160 papers shown

Title
Representation of Inorganic Synthesis Reactions and Prediction: Graphical Framework and Datasets Samuel Andrello Daniel Alabi Simon J. L. Billinge GNN AI4CE 156 0 0 02 Dec 2025
Beyond the Hype: A Large-Scale Empirical Analysis of On-Chain Transactions in NFT Scams Wenkai Li Zongwei Li Xiaoqi Li Chunyi Zhang Xiaoyan Zhang Yuqing Zhang GNN 0 0 0 01 Dec 2025
Morphling: Fast, Fused, and Flexible GNN Training at Scale Anubhab Rupesh Nasre GNN AI4CE 133 0 0 01 Dec 2025
Generalized Graph Transformer Variational Autoencoder Siddhant Karki ViT GNN 76 0 0 29 Nov 2025
Nonstabilizerness Estimation using Graph Neural Networks Vincenzo Lipardi Domenica Dibenedetto Georgios Stamoulis Evert van Nieuwenburg Mark H.M. Winands GNN 21 0 0 28 Nov 2025
Intelligent Neural Networks: From Layered Architectures to Graph-Organized Intelligence Antoine Salomon GNN 106 0 0 27 Nov 2025
E2E-GRec: An End-to-End Joint Training Framework for Graph Neural Networks and Recommender Systems Rui Xue Shichao Zhu Liang Qin Guangmou Pan Yang Song Tianfu Wu GNN 64 0 0 25 Nov 2025
Large Scale Community-Aware Network Generation Vikram Ramavarapu João Alfredo Cardoso Lamy Mohammad Dindoost David A. Bader GNN 28 0 0 24 Nov 2025
Learning to Solve Weighted Maximum Satisfiability with a Co-Training Architecture Kaidi Wan Minghao Liu Yong Lai GNN 114 0 0 24 Nov 2025
Neural Graph Navigation for Intelligent Subgraph Matching Yuchen Ying Yiyang Dai Wenda Li Wenjie Huang Rui Wang Tongya Zheng Yu Wang Hanyang Yuan Mingli Song GNN 20 0 0 22 Nov 2025
Graph Neural Networks vs Convolutional Neural Networks for Graph Domination Number Prediction Randy Davila Beyzanur Ispir GNN AI4CE 129 0 0 22 Nov 2025
Label-Efficient Skeleton-based Recognition with Stable-Invertible Graph Convolutional Networks Hichem Sahbi GNN 97 0 0 21 Nov 2025
Optimizing Quantum Key Distribution Network Performance using Graph Neural Networks Akshit Pramod Anchan Ameiy Acharya Leki Chom Thungon GNN 146 0 0 20 Nov 2025
D2D Power Allocation via Quantum Graph Neural NetworkInternational Conference on Mobile Computing and Ubiquitous Networking (ICMCUN), 2025 Tung Giang Le X. Nguyen Won-Joo Hwang GNN 103 0 0 19 Nov 2025
Vehicle Routing Problems via Quantum Graph Attention Network Deep Reinforcement Learning Le Tung Giang Vu Hoang Viet Nguyen Xuan Tung Trinh Van Chien Won-Joo Hwang GNN 116 0 0 19 Nov 2025
GPU-Initiated Networking for NCCL Khaled Hamidouche John Bachan Pak Markthub Peter-Jan Gootzen Elena Agostini Sylvain Jeaugey Aamir Shafi Georgios Theodorakis Manjunath Gorentla Venkata GNN 276 0 0 19 Nov 2025
Graph Query Networks for Object Detection with Automotive Radar Loveneet Saini Hasan Tercan Tobias Meisen GNN 108 0 0 19 Nov 2025
Complex-Weighted Convolutional Networks: Provable Expressiveness via Complex Diffusion Cristina López Amado Tassilo Schwarz Yu Tian Renaud Lambiotte DiffM GNN 160 0 0 17 Nov 2025
Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning JingTian Ma Jingyuan Wang Leong Hou U AI4TS GNN 164 0 0 16 Nov 2025
VISAGNN: Versatile Staleness-Aware Efficient Training on Large-Scale Graphs Rui Xue GNN 125 0 0 16 Nov 2025
LILogic Net: Compact Logic Gate Networks with Learnable Connectivity for Efficient Hardware Deployment Katarzyna Fojcik Renaldas Zioma Jogundas Armaitis NAI GNN 100 0 0 15 Nov 2025
Enhancing Graph Representations with Neighborhood-Contextualized Message-Passing Brian Godwin Lim GNN 332 0 0 14 Nov 2025
Virtual Width Networks Seed B. Li Banggu Wu Bole Ma Bowen Xiao ... Yonghui Wu Y. Zhang Yongzhen Yao Yu Bao Y. Yang GNN 407 0 0 14 Nov 2025
The Role of Advanced Computer Architectures in Accelerating Artificial Intelligence Workloads Shahid Amin Syed Pervez Hussnain Shah GNN AI4CE 124 0 0 13 Nov 2025
A Distributed Training Architecture For Combinatorial Optimization Yuyao Long GNN OffRL AI4CE 277 0 0 12 Nov 2025
DynamicRTL: RTL Representation Learning for Dynamic Circuit Behavior Ruiyang Ma Yunhao Zhou Y. Wang Yi Liu Zhengyuan Shi ... Z. He Lingwei Yan Gang Chen Qiang Xu Guojie Luo GNN AI4CE 207 0 0 12 Nov 2025
FPGA or GPU? Analyzing comparative research for application-specific guidanceSoutheastCon (SoutheastCon), 2025 Arnab A Purkayastha Jay Tharwani Shobhit Aggarwal GNN 267 0 0 09 Nov 2025
VEIL: Reading Control Flow Graphs Like Code Philipp Schaad Tal Ben-Nun Torsten Hoefler GNN 176 0 0 07 Nov 2025
ScaleDL: Towards Scalable and Efficient Runtime Prediction for Distributed Deep Learning Workloads Xiaokai Wang Shaoyuan Huang Yuting Li Xiaofei Wang GNN AI4CE 172 0 0 06 Nov 2025
Beyond the GPU: The Strategic Role of FPGAs in the Next Wave of AI Arturo Urías Jiménez GNN 84 0 0 04 Nov 2025
Importance Ranking in Complex Networks via Influence-aware Causal Node Embedding Jiahui Gao Kuang Zhou Yuchen Zhu Keyu Wu CML BDL GNN 193 0 0 03 Nov 2025
Fixed-point graph convolutional networks against adversarial attacks Shakib Khan A. Ben Hamza Amr Youssef AAML GNN 161 0 0 29 Oct 2025
EVINGCA: Adaptive Graph Clustering with Evolving Neighborhood Statistics Randolph Wiredu-Aidoo GNN 315 0 0 29 Oct 2025
Quantum-Resistant Networks Using Post-Quantum Cryptography Xin Jin Nitish K. Chandra Mohadeseh Azari Kaushik P. Seshadreesan Junyu Liu GNN 133 0 0 28 Oct 2025
GraphNet: A Large-Scale Computational Graph Dataset for Tensor Compiler Research Xinqi Li Yiqun Liu Shan Jiang Enrong Zheng Huaijin Zheng Wenhao Dai Haodong Deng Dianhai Yu Yanjun Ma GNN 162 0 0 28 Oct 2025
iPac: Incorporating Intra-image Patch Context into Graph Neural Networks for Medical Image Classification Usama Zidan M. Gaber M. Abdelsamea GNN 96 0 0 27 Oct 2025
When No Paths Lead to Rome: Benchmarking Systematic Neural Relational Reasoning Anirban Das Irtaza Khalid Rafael Peñaloza Steven Schockaert GNN 3DV 342 0 0 27 Oct 2025
Pruning and Quantization Impact on Graph Neural Networks Khatoon Khedri Reza Rawassizadeh Qifu Wen M. Hosseinzadeh GNN 114 0 0 24 Oct 2025
Deep Learning on Real-World Graphs Emanuele Rossi GNN AI4CE 92 0 0 24 Oct 2025
Leveraging Classical Algorithms for Graph Neural Networks Jason Wu Petar Veličković GNN AI4CE 150 0 0 24 Oct 2025
Collective Communication for 100k+ GPUs Min Si Pavan Balaji Yongzhou Chen Ching-Hsiang Chu Adi Gangidi ... Shuqiang Zhang Yimeng Zhao Shengbao Zheng Art Zhu Hongyi Zeng GNN AI4CE 289 0 0 23 Oct 2025
Prefetching Cache Optimization Using Graph Neural Networks: A Modular Framework and Conceptual Analysis F. I. Qowy GNN 97 0 0 23 Oct 2025
GRACE: GRaph-based Addiction Care prEdiction Subham Kumar Prakrithi Shivaprakash Koustav Rudra Lekhansh Shukla Animesh Mukherjee GNN 134 0 0 23 Oct 2025
An Active Diffusion Neural Network for Graphs Mengying Jiang GNN 130 0 0 22 Oct 2025
Attn-JGNN: Attention Enhanced Join-Graph Neural Networks Jixin Zhang Yong Lai GNN 116 0 0 17 Oct 2025
Inferred global dense residue transition graphs from primary structure sequences enable protein interaction prediction via directed graph convolutional neural networks Islam A. Ebeid Haoteng Tang Pengfei Gu GNN 106 0 0 15 Oct 2025
Learning Wireless Interference Patterns: Decoupled GNN for Throughput Prediction in Heterogeneous Multi-Hop p-CSMA Networks Faezeh Dehghan Tarzjani Bhaskar Krishnamachari GNN 112 0 0 15 Oct 2025
Chimera: State Space Models Beyond Sequences Aakash Lahoti Tanya Marwah Ratish Puduppully Albert Gu Mamba GNN AI4CE 200 0 0 14 Oct 2025
Fast and the Furious: Hot Starts in Pursuit-Evasion Games Gabriel Smithline Scott Nivison GNN 88 0 0 12 Oct 2025
Learning Joint Embeddings of Function and Process Call Graphs for Malware Detection Kartikeya Aneja Nagender Aneja Murat Kantarcioglu GNN 85 0 0 11 Oct 2025

Loading #Papers per Month with "GNN"

Past speakers

Name (-)

Top Contributors

Name (-)

Top Organizations at ResearchTrend.AI

Name (-)

Social Events

Date	Location	Event
No social events available