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Hyperbolic Geometry in Foundation Models by giovanni.dibenedettogdb is a document available to read on EtoBox.
What is Hyperbolic Geometry in Foundation Models about?
This survey explores the integration of hyperbolic geometry into foundation models, addressing their limitations in representational capacity, adaptability, and scalability. It highlights how hyperbolic spaces can enhance the performance of large language models and vision-language models by better aligning with the hierarchical structures of real-world data. The paper reviews recent advancements in hyperbolic neural networks and outlines key challenges and future research directions in this area.
- Author
- giovanni.dibenedettogdb
- Language
- EN