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 / 4,127 papers shown

Title
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 56 0 0 28 Oct 2025
Quantum-Resistant Networks Using Post-Quantum Cryptography Xin Jin Nitish K. Chandra Mohadeseh Azari Kaushik P. Seshadreesan Junyu Liu GNN 0 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 16 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 63 0 0 27 Oct 2025
Leveraging Classical Algorithms for Graph Neural Networks Jason Wu Petar Veličković GNN AI4CE 49 0 0 24 Oct 2025
Deep Learning on Real-World Graphs Emanuele Rossi GNN AI4CE 20 0 0 24 Oct 2025
Pruning and Quantization Impact on Graph Neural Networks Khatoon Khedri Reza Rawassizadeh Qifu Wen M. Hosseinzadeh GNN 13 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 185 0 0 23 Oct 2025
Prefetching Cache Optimization Using Graph Neural Networks: A Modular Framework and Conceptual Analysis F. I. Qowy GNN 16 0 0 23 Oct 2025
GRACE: GRaph-based Addiction Care prEdiction Subham Kumar Prakrithi Shivaprakash Koustav Rudra Lekhansh Shukla Animesh Mukherjee GNN 46 0 0 23 Oct 2025
An Active Diffusion Neural Network for Graphs Mengying Jiang GNN 44 0 0 22 Oct 2025
Attn-JGNN: Attention Enhanced Join-Graph Neural Networks Jixin Zhang Yong Lai GNN 48 0 0 17 Oct 2025
Learning Wireless Interference Patterns: Decoupled GNN for Throughput Prediction in Heterogeneous Multi-Hop p-CSMA Networks Faezeh Dehghan Tarzjani Bhaskar Krishnamachari GNN 28 0 0 15 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 16 0 0 15 Oct 2025
Chimera: State Space Models Beyond Sequences Aakash Lahoti Tanya Marwah Ratish Puduppully Albert Gu Mamba GNN AI4CE 64 0 0 14 Oct 2025
Fast and the Furious: Hot Starts in Pursuit-Evasion Games Gabriel Smithline Scott Nivison GNN 4 0 0 12 Oct 2025
Learning Joint Embeddings of Function and Process Call Graphs for Malware Detection Kartikeya Aneja Nagender Aneja Murat Kantarcioglu GNN 17 0 0 11 Oct 2025
Neptune: Advanced ML Operator Fusion for Locality and Parallelism on GPUs Yifan Zhao Egan Johnson Prasanth Chatarasi Vikram Adve Sasa Misailovic GNN 36 0 0 09 Oct 2025
Verifying Graph Neural Networks with Readout is Intractable Artem Chernobrovkin Marco Sälzer François Schwarzentruber Nicolas Troquard GNN 44 0 0 09 Oct 2025
The Physics of Data and Tasks: Theories of Locality and Compositionality in Deep Learning Alessandro Favero PINN GNN 53 0 0 07 Oct 2025
Statistics of correlations in nonlinear recurrent neural networks German Mato Facundo Rigatuso Gonzalo Torroba GNN 12 0 0 06 Oct 2025
Neighbor-aware informal settlement mapping with graph convolutional networks Thomas Hallopeau Joris Guérin Laurent Demagistri Christovam Barcellos Nadine Dessay GNN 52 0 0 30 Sep 2025
DeepProv: Behavioral Characterization and Repair of Neural Networks via Inference Provenance Graph Analysis Firas Ben Hmida Abderrahmen Amich Ata Kaboudi Birhanu Eshete AAML GNN 28 0 0 30 Sep 2025
QSearchNet: A Quantum Walk Search Framework for Link Prediction Priyank Dubey GNN 4 0 0 30 Sep 2025
Identifying Information-Transfer Nodes in a Recurrent Neural Network Reveals Dynamic Representations A. Hintze Asadullah Najam Jory Schossau GNN 12 0 0 29 Sep 2025
ClustRecNet: A Novel End-to-End Deep Learning Framework for Clustering Algorithm Recommendation Mohammadreza Bakhtyari Bogdan Mazoure Renato Cordeiro de Amorim Guillaume Rabusseau V. Makarenkov GNN 24 0 0 29 Sep 2025
Scalable Disk-Based Approximate Nearest Neighbor Search with Page-Aligned Graph Dingyi Kang Dongming Jiang Hanshen Yang Hang Liu Bingzhe Li GNN 84 0 0 29 Sep 2025
Spatially Parallel All-optical Neural Networks Jianwei Qin Yanbing Liu Yan Liu Xun Liu Wei Li Fangwei Ye GNN 48 0 0 28 Sep 2025
Virtual Nodes based Heterogeneous Graph Convolutional Neural Network for Efficient Long-Range Information AggregationInternational Conference on Artificial Neural Networks (ICANN), 2025 Ranhui Yan Jia cai GNN 8 0 0 28 Sep 2025
RSTGCN: Railway-centric Spatio-Temporal Graph Convolutional Network for Train Delay Prediction Koyena Chowdhury Paramita Koley Abhijnan Chakraborty Saptarshi Ghosh GNN 49 0 0 26 Sep 2025
Neighborhood Sampling Does Not Learn the Same Graph Neural Network Zehao Niu M. Anitescu Jie Chen GNN 36 0 0 26 Sep 2025
SHAKE-GNN: Scalable Hierarchical Kirchhoff-Forest Graph Neural Network Zhipu Cui Johannes Lutzeyer GNN 32 0 0 26 Sep 2025
Exact Subgraph Isomorphism Network for Predictive Graph Mining Taiga Kojima Masayuki Karasuyama GNN 32 0 0 25 Sep 2025
chainScale: Secure Functionality-oriented Scalability for Decentralized Resource Markets Mohamed E. Najd Ghada Almashaqbeh GNN LRM 52 0 0 24 Sep 2025
Self-Supervised Discovery of Neural Circuits in Spatially Patterned Neural Responses with Graph Neural Networks Kijung Yoon GNN 0 0 0 21 Sep 2025
Automated Cyber Defense with Generalizable Graph-based Reinforcement Learning Agents Isaiah J. King Benjamin Bowman H. H. Huang GNN 70 0 0 19 Sep 2025
Quantum Generative Adversarial Autoencoders: Learning latent representations for quantum data generation Naipunnya Raj Rajiv Sangle Avinash Singh Krishna Kumar Sabapathy GAN GNN 64 0 0 19 Sep 2025
Attention Beyond Neighborhoods: Reviving Transformer for Graph Clustering Xuanting Xie Bingheng Li Erlin Pan Rui Hou Wenyu Chen Zhao Kang GNN 64 0 0 18 Sep 2025
SGNNBench: A Holistic Evaluation of Spiking Graph Neural Network on Large-scale Graph Huizhe Zhang Jintang Li Yuchang Zhu Liang Chen Li Kuang GNN 0 0 0 16 Sep 2025
JANUS: A Dual-Constraint Generative Framework for Stealthy Node Injection Attacks Jiahao Zhang Xiaobing Pei Zhaokun Zhong Wenqiang Hao Zhenghao Tang AAML GNN 16 0 0 16 Sep 2025
Why all roads don't lead to Rome: Representation geometry varies across the human visual cortical hierarchy Arna Ghosh Zahraa Chorghay Shahab Bakhtiari Blake A. Richards GNN 36 0 0 16 Sep 2025
Structured Information Loss in Network Embeddings Gabriel Chuang Augustin Chaintreau GNN 60 0 0 15 Sep 2025
SpaPool: Soft Partition Assignment Pooling for__Graph Neural NetworksInternational Conference on Data Warehousing and Knowledge Discovery (DaWaK), 2025 Rodrigue Govan Romane Scherrer Philippe Fournier-Viger Nazha Selmaoui-Folcher GNN 68 0 0 15 Sep 2025
A Geometric Graph-Based Deep Learning Model for Drug-Target Affinity Prediction M. Rana Farjana Tasnim Mukta D. Nguyen GNN 52 0 0 15 Sep 2025
Quantum Graph Attention Networks: Trainable Quantum Encoders for Inductive Graph Learning Arthur M. Faria Mehdi Djellabi Igor O. Sokolov Savvas Varsamopoulos GNN 45 0 0 14 Sep 2025
Representation Learning on Large Non-Bipartite Transaction Networks using GraphSAGEWorkshop on Graph Based Representations in Pattern Recognition (GBRPR), 2025 Mihir Tare Clemens Rattasits Yiming Wu Euan Wielewski AI4TS GNN 72 1 0 12 Sep 2025
Quantum Computing for Large-scale Network Optimization: Opportunities and ChallengesIEEE Communications Magazine (IEEE Commun. Mag.), 2025 Sebastian Macaluso Giovanni Geraci E. Combarro Sergi Abadal Ioannis Arapakis S. Vallecorsa Eduard Alarcón GNN 40 0 0 09 Sep 2025
Graph Neural Networks for Resource Allocation in Interference-limited Multi-Channel Wireless Networks with QoS Constraints Lili Chen Changyang She Jingge Zhu J. Evans GNN 64 0 0 08 Sep 2025
PAC-Bayesian Generalization Bounds for Graph Convolutional Networks on Inductive Node Classification Huayi Tang Yong Liu GNN AI4CE 20 0 0 08 Sep 2025
Long-Range Graph Wavelet Networks Filippo Guerranti Fabrizio Forte Simon Geisler Stephan Günnemann AI4TS GNN 65 0 0 08 Sep 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