Author

Pavel Snopov

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#machine learning Apr 2026

Reparameterization through Coverings and Topological Weight Priors

We generalise the reparameterization trick (RT) applied in variational autoencoders (VAEs) letting these have latent spaces of non-trivial topology - i.e. that of base manifolds covered with other ones, on which some technique for RT is available. That is possible since covering maps are measurable - moreover, this all...

M. Beketov, Pavel Snopov · arXiv.org · 0 citations

Preprint Jul 2026

Evaluating SageMath-Augmented LLM Agents for Computational and Experimental Mathematics

The findings suggest that CAS-augmented agents represent a promising direction for assisting mathematicians in computational exploration, and it is believed that this work is a step towards automated conjecture discovery.

Pavel Snopov, German Magai · 0 citations