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Miguel González Duque

@miguelgondu.bsky.social

103 followers 195 following 6 posts

Mathematician interested in optimization, probabilistic modelling, and differential geometry. miguelgondu.com/about

Miguel González Duque @miguelgondu.bsky.social · 15/12/2024

One of the developers of AlphaFold 3 on removing equivariance and invariance from the model: "It was a freeing and beautiful experience". #NeurIPS2024

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Miguel González Duque @miguelgondu.bsky.social · 13/12/2024

It was great to present our work at #NeurIPS2024 and receive such positive feedback! TL;DR: we survey high-dimensional Bayesian optimization, and find that current benchmarking practices are lacking standardization. We then contribute two open source libraries for benchmarking. Check them out!

Me presenting a poster on high-dimensional Bayesian Optimization to a crowd of experts.

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Miguel González Duque @miguelgondu.bsky.social · 02/12/2024

I keep coming back to the idea of "model metrology" they propose in this paper: openreview.net/forum?id=btt...

openreview.net

Benchmarks as Microscopes: A Call for Model Metrology

Modern language models (LMs) pose a new challenge in capability assessment. Static benchmarks inevitably saturate without providing confidence in the deployment tolerances of LM-based systems, but...

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Miguel González Duque @miguelgondu.bsky.social · 26/11/2024

Have I already spread the gospel of uv here? I feel the entire ML/Bio community should be migrating away from conda as soon as possible. I can definitely recommend Astral's uv as an alternative: docs.astral.sh/uv/

docs.astral.sh

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