Latest Articles for Graph Neural Networks

Artificial Intelligence The Battle Between Knowledge Graph Models

Exploring the rivalry of knowledge graph models and their effectiveness.

Patrick Betz, Nathanael Stelzner, Christian Meilicke

2025-04-06T21:56:15+00:00 ― 7 min read

Networking and Internet Architecture RouteNet-Fermi: A New Era in Network Modeling

Discover how RouteNet-Fermi improves network performance prediction using advanced modeling techniques.

Shourya Verma, Simran Kadadi, Swathi Jayaprakash

2025-04-04T04:07:57+00:00 ― 9 min read

Machine Learning GL-Fusion: Bridging Graphs and Language

Discover how GL-Fusion combines Graph Neural Networks and Large Language Models for advanced AI solutions.

Haotong Yang, Xiyuan Wang, Qian Tao

2025-04-03T06:27:54+00:00 ― 7 min read

Bioinformatics GeSite: Revolutionizing Protein-Nucleic Acid Interaction Predictions

Discover how GeSite improves predictions of nucleic acid-binding residues.

Wenwu Zeng, Liangrui Pan, Boya Ji

2025-04-02T01:01:12+00:00 ― 8 min read

Machine Learning Guarding Graph Neural Networks Against Sneaky Attacks

Learn how to protect GNNs from adversarial attacks and enhance their reliability.

Kerui Wu, Ka-Ho Chow, Wenqi Wei

2025-04-01T18:21:09+00:00 ― 7 min read

Machine Learning A New Approach to Graph Representation Learning

GHGRL simplifies analyzing complex heterogeneous graphs using language models.

Hang Gao, Chenhao Zhang, Fengge Wu

2025-03-27T00:19:21+00:00 ― 7 min read

Machine Learning Improving GNN Efficiency with One-Shot Pruning

A new method enhances Graph Neural Networks by finding efficient subgraphs quickly.

Yanwei Yue, Guibin Zhang, Haoran Yang

2025-03-25T06:35:33+00:00 ― 7 min read

Information Theory Smart Strategies for Better Wireless Communication

Learn how GNNs enhance data delivery in crowded communication spaces.

Nurettin Turan, Srikar Allaparapu, Donia Ben Amor

2025-03-18T02:30:30+00:00 ― 5 min read

Artificial Intelligence TransferLight: A New Way to Manage Traffic Lights

TransferLight revolutionizes traffic signal control for smoother city travel.

Johann Schmidt, Frank Dreyer, Sayed Abid Hashimi

2025-03-17T15:37:21+00:00 ― 6 min read

Machine Learning The Magnificent Seven of Deep Learning

Explore the key algorithms shaping the future of artificial intelligence.

Dilshod Azizov, Muhammad Arslan Manzoor, Velibor Bojkovic

2025-03-13T20:08:15+00:00 ― 8 min read

Machine Learning A New Way to Assess System Reliability

A hybrid framework improves failure prediction in complex systems.

Xingyu Xiao, Peng Chen

2025-03-12T15:14:51+00:00 ― 6 min read

Optimization and Control New Method Boosts Solving of MWIS Problem

A fresh approach enhances efficiency in tackling Maximum Weight Independent Set challenges.

Ernestine Großmann, Kenneth Langedal, Christian Schulz

2025-03-07T18:46:00+00:00 ― 5 min read

Genomics scRegNet: A New Way to Understand Gene Networks

scRegNet combines models to improve predictions of gene interactions.

Sindhura Kommu, Yizhi Wang, Yue Wang

2025-03-05T13:10:51+00:00 ― 8 min read

Machine Learning Influence Maximization: The Science of Viral Trends

Learn how to spread ideas through strategic influence in social networks.

Asela Hevapathige, Qing Wang, Ahad N. Zehmakan

2025-03-04T07:25:30+00:00 ― 6 min read

Computation and Language Improving Model Explanations for Better Trust

New framework enhances natural language explanations for AI models, fostering user trust.

Shuzhou Yuan, Jingyi Sun, Ran Zhang

2025-03-03T18:35:06+00:00 ― 7 min read

Nuclear Experiment The Electron-Ion Collider: A Deep Dive into Matter

A look into the EIC's quest to reveal the secrets of protons and neutrons.

Sebouh J. Paul, Ryan Milton, Sebastián Morán

2025-03-01T09:22:18+00:00 ― 6 min read

Machine Learning Smoothing the Data Gap with TDSS

A new method improves data adaptation between different sources.

Wei Chen, Guo Ye, Yakun Wang

2025-03-01T01:34:57+00:00 ― 6 min read

Computation and Language Revolutionizing Text Understanding with Events

A new method enhances how computers interpret text using event-based learning.

Tao Meng, Wei Ai, Jianbin Li

2025-02-28T23:58:39+00:00 ― 6 min read

Physics and Society Predicting Human Decisions in Social Dilemmas

Researchers use AI to predict decision-making in group scenarios.

Huaiyu Tan, Yikang Lu, Alfonso de Miguel-Arribas

2025-02-27T02:26:24+00:00 ― 6 min read

Computational Physics Revolutionizing Fluid Dynamics: The Role of Graph Neural Networks

New methods improve fluid flow simulations for oil, groundwater, and carbon storage.

Jiamin Jiang, Jingrun Chen, Zhouwang Yang

2025-02-22T05:24:42+00:00 ― 5 min read

Machine Learning Simi-Mailbox: A Smart Solution for GNN Calibration

New method improves confidence in GNN predictions significantly.

Hyunjin Seo, Kyusung Seo, Joonhyung Park

2025-02-19T19:17:24+00:00 ― 8 min read

Computer Vision and Pattern Recognition The Rise of Lifelike 3D Avatars

Discover how GraphAvatar is shaping realistic digital experiences.

Xiaobao Wei, Peng Chen, Ming Lu

2025-02-18T14:24:00+00:00 ― 7 min read

Artificial Intelligence Accelerating AI with Answer Set Networks

Linking logic programming with neural networks for faster AI solutions.

Arseny Skryagin, Daniel Ochs, Phillip Deibert

2025-02-12T01:54:45+00:00 ― 6 min read

Social and Information Networks Battling Misinformation: A New Approach

Researchers unveil a powerful method to detect online misinformation effectively.

Marco Minici, Luca Luceri, Francesco Fabbri

2025-02-11T13:04:21+00:00 ― 8 min read

Machine Learning Navigating the World of Temporal Heterophilic Graphs

Discover how connections evolve over time in complex networks.

Yuchen Yan, Yuzhong Chen, Huiyuan Chen

2025-02-10T13:48:00+00:00 ― 7 min read

Quantitative Methods Antimicrobial Peptides: The New Defenders Against Germs

Discover how antimicrobial peptides might change the fight against antibiotic resistance.

Yingxu Wang, Victor Liang, Nan Yin

2025-02-09T23:04:32+00:00 ― 6 min read

Machine Learning Unpacking Graph Attention Networks: When Less is More

Discover when Graph Attention Networks shine and when simpler methods prevail.

Zhongtian Ma, Qiaosheng Zhang, Bocheng Zhou

2025-02-07T11:33:09+00:00 ― 5 min read

Machine Learning Revolutionary Model Transforming Molecular Understanding

A new method enhances molecular analysis through pre-trained Graph Neural Networks.

Van Thuy Hoang, O-Joun Lee

2025-02-07T00:44:06+00:00 ― 7 min read

Fluid Dynamics Transforming Shapes for Better Performance

Using GNNs to optimize shapes for improved efficiency and reduced noise.

Farnoosh Hadizadeh, Wrik Mallik, Rajeev K. Jaiman

2025-02-05T07:23:42+00:00 ― 5 min read

Machine Learning MFGAT: A New Approach to Complex Data

Multi-view Fuzzy Graph Attention Networks improve understanding of complex data relationships.

Jinming Xing, Dongwen Luo, Qisen Cheng

2025-02-04T09:20:15+00:00 ― 7 min read

Machine Learning Transforming Graph Analysis with Edge Insights

Discover how edge filtration enhances graph neural networks for better data representation.

Jaesun Shin, Eunjoo Jeon, Taewon Cho

2025-02-03T16:54:10+00:00 ― 5 min read

Signal Processing The Future of Positioning: DCP and GNN-FCPMP

Discover how new techniques improve device positioning in wireless networks.

Yue Cao, Shaoshi Yang, Zhiyong Feng

2025-02-01T22:07:30+00:00 ― 6 min read

Machine Learning Graph Edit Distance: The Art of Measuring Similarity

Learn how Graph Edit Distance helps compare complex structures efficiently.

Qihao Cheng, Da Yan, Tianhao Wu

2025-01-25T15:48:36+00:00 ― 5 min read