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Manuel Lecha

@manuellecha

ELLIS PhD Student (IIT & Oxford) | Mathematics & Computer Science | Geometric Deep Learning

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19.11.2024
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Latest posts by Manuel Lecha @manuellecha

Learning representations is learning the structure of dataβ€”and structure is geometry.

18.12.2025 09:24 πŸ‘ 4 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

Thanks for your kind words, support, and the amazing work Claudio! πŸ«‚

Exploiting the rich structure of directed combinatorial topological spaces for deep learning… introducing higher-order representation learning on arbitrary brain topologies… it’s been a lot of fun!

28.05.2025 16:02 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Our new preprint β€œDirected Semi-Simplicial Learning with Applications to Brain Activity Decoding" is online at arxiv.org/abs/2505.17939

An amazing project with a dream team, which led to a principled Topological Deep Learning architecture for a unique real-world use case!

28.05.2025 14:56 πŸ‘ 2 πŸ” 1 πŸ’¬ 2 πŸ“Œ 0

I would love to be in that list! 🍩

25.11.2024 17:30 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I would be super happy to be on the list!

21.11.2024 12:13 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0