Search Results for author: Miroslav Fil

Found 4 papers, 2 papers with code

Beta-VAE Reproducibility: Challenges and Extensions

1 code implementation28 Dec 2021 Miroslav Fil, Munib Mesinovic, Matthew Morris, Jonas Wildberger

$\beta$-VAE is a follow-up technique to variational autoencoders that proposes special weighting of the KL divergence term in the VAE loss to obtain disentangled representations.

Disentanglement

DARTS without a Validation Set: Optimizing the Marginal Likelihood

no code implementations24 Dec 2021 Miroslav Fil, Binxin Ru, Clare Lyle, Yarin Gal

The success of neural architecture search (NAS) has historically been limited by excessive compute requirements.

Neural Architecture Search

Gold Standard Pairs Trading Rules: Are They Valid?

no code implementations2 Oct 2020 Miroslav Fil

Pairs trading is a strategy based on exploiting mean reversion in prices of securities.

valid

Speedy Performance Estimation for Neural Architecture Search

2 code implementations NeurIPS 2021 Binxin Ru, Clare Lyle, Lisa Schut, Miroslav Fil, Mark van der Wilk, Yarin Gal

Reliable yet efficient evaluation of generalisation performance of a proposed architecture is crucial to the success of neural architecture search (NAS).

Model Selection Neural Architecture Search

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