Search Results for author: Arne Elofsson

Found 6 papers, 2 papers with code

Stable Autonomous Flow Matching

no code implementations8 Feb 2024 Christopher Iliffe Sprague, Arne Elofsson, Hossein Azizpour

Despite this, connections between control theory and generative models in the literature are sparse, even though there are several machine learning applications with physically stable data points.

Protein Structure Prediction until CASP15

no code implementations15 Dec 2022 Arne Elofsson

In Dec 2020, the results of AlphaFold2 were presented at CASP14, sparking a revolution in the field of protein structure predictions.

Protein Design Protein Structure Prediction

Protein sequence-to-structure learning: Is this the end(-to-end revolution)?

no code implementations16 May 2021 Elodie Laine, Stephan Eismann, Arne Elofsson, Sergei Grudinin

The potential of deep learning has been recognized in the protein structure prediction community for some time, and became indisputable after CASP13.

Protein Structure Prediction

Using micro- and macro-level network metrics unveils top communicative gene modules in psoriasis

no code implementations27 Jun 2020 Reyhaneh Naderi, Homa Saadati Mollaei, Arne Elofsson, Saman Hosseini Ashtiani

Methods: In order to cast light on the complex molecular interactions in psoriasis vulgaris at both protein-protein interactions and transcriptomics levels, we analyzed a set of microarray gene expression analysis consisting of 170 paired lesional and non-lesional samples.

Deep transfer learning in the assessment of the quality of protein models

1 code implementation17 Apr 2018 David Menéndez Hurtado, Karolis Uziela, Arne Elofsson

RESULTS: We first introduce a deep neural network architecture to predict model quality using significantly fewer input features than state-of-the-art methods.

Transfer Learning

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