غير محددة في المصدر
2025 بحاجة إلى مراجعة
On the uniform expressivity of graph neural networks
الملخص
The main subject of this work are certain parameterized algorithms, known as Graph Neural Networks, which operate on graphs. Specifically, we analyze what functions on graphs these algorithms can compute, or in other words, we analyze their expressivity.
الكلمات المفتاحية
غير متوفر
التخصصات
رسائل وأطاريح مشابهة
- The expressivity and explainability of graph neural networks Matthew Morris · University of Oxford · 2026
- Spiking graph neural networks: A survey Sathvik Murli · Rutgers University · 2026
- Recommender Systems Enhanced by Graph Neural Networks Filip Stupka · 2026
- Graph Neural Networks for Writer Identification and Retrieval Oliver Pilizar · TU Wien · 2026
- On the Adversarial Robustness of Graph Neural Networks Sofiane Ennadir · Dalarna University Library · 2026
- One-Class Learning for Graph Neural Networks Marcos Paulo Silva Gôlo · Universidade de São Paulo · 2026
