Disease variant prediction with deep generative models of evolutionary data J Frazer, P Notin, M Dias, A Gomez, JK Min, K Brock, Y Gal, DS Marks Nature 599 (7883), 91-95, 2021 | 428 | 2021 |
Tranception: protein fitness prediction with autoregressive transformers and inference-time retrieval P Notin, M Dias, J Frazer, JM Hurtado, AN Gomez, D Marks, Y Gal International Conference on Machine Learning, 16990-17017, 2022 | 138 | 2022 |
Computing observables in curved multifield models of inflation—A guide (with code) to the transport method M Dias, J Frazer, D Seery Journal of Cosmology and Astroparticle Physics 2015 (12), 030, 2015 | 101 | 2015 |
Numerical evaluation of the bispectrum in multiple field inflation—the transport approach with code M Dias, J Frazer, DJ Mulryne, D Seery Journal of Cosmology and Astroparticle Physics 2016 (12), 033, 2016 | 84 | 2016 |
Chaotic inflation with kinetic alignment of axion fields TC Bachlechner, M Dias, J Frazer, L McAllister Physical Review D 91 (2), 023520, 2015 | 73 | 2015 |
Multifield consequences for D-brane inflation M Dias, J Frazer, AR Liddle Journal of Cosmology and Astroparticle Physics 2012 (06), 020, 2012 | 61 | 2012 |
Primordial gravitational waves and the swampland M Dias, J Frazer, A Retolaza, A Westphal Fortschritte der Physik 67 (1-2), 1800063, 2019 | 51 | 2019 |
Transport equations for the inflationary spectral index M Dias, D Seery Physical Review D—Particles, Fields, Gravitation, and Cosmology 85 (4), 043519, 2012 | 43 | 2012 |
Seven lessons from manyfield inflation in random potentials M Dias, J Frazer, MCD Marsh Journal of cosmology and astroparticle physics 2018 (01), 036, 2018 | 42 | 2018 |
Simple emergent power spectra from complex inflationary physics M Dias, J Frazer, MCD Marsh Physical Review Letters 117 (14), 141303, 2016 | 41 | 2016 |
Inflation as an information bottleneck: a strategy for identifying universality classes and making robust predictions M Dias, J Frazer, A Westphal Journal of High Energy Physics 2019 (5), 1-53, 2019 | 36 | 2019 |
The curvature perturbation at second order M Dias, J Elliston, J Frazer, D Mulryne, D Seery Journal of Cosmology and Astroparticle Physics 2015 (02), 040, 2015 | 36 | 2015 |
The δN formula is the dynamical renormalization group M Dias, RH Ribeiro, D Seery Journal of Cosmology and Astroparticle Physics 2013 (10), 062, 2013 | 34 | 2013 |
Proteingym: Large-scale benchmarks for protein fitness prediction and design P Notin, A Kollasch, D Ritter, L Van Niekerk, S Paul, H Spinner, N Rollins, ... Advances in Neural Information Processing Systems 36, 2024 | 24 | 2024 |
A new angle on chaotic inflation TC Bachlechner, M Dias, J Frazer, L McAllister arXiv preprint arXiv:1404.7496, 0 | 23 | |
Scale-dependent bias from multiple-field inflation M Dias, RH Ribeiro, D Seery Physical Review D—Particles, Fields, Gravitation, and Cosmology 87 (10), 107301, 2013 | 18 | 2013 |
On the possibility of braneworld quintessential inflation M Dias, AR Liddle Physical Review D—Particles, Fields, Gravitation, and Cosmology 81 (8), 083515, 2010 | 18 | 2010 |
Large-scale clinical interpretation of genetic variants using evolutionary data and deep learning J Frazer, P Notin, M Dias, A Gomez, K Brock, Y Gal, DS Marks bioRxiv, 2020.12. 21.423785, 2020 | 16 | 2020 |
Cosmology at the boundary of de Sitter space using the dS/QFT correspondence M Dias Physical Review D—Particles, Fields, Gravitation, and Cosmology 84 (2), 023512, 2011 | 13 | 2011 |
Proteingym: Large-scale benchmarks for protein design and fitness prediction P Notin, AW Kollasch, D Ritter, L van Niekerk, S Paul, H Spinner, ... bioRxiv, 2023 | 12 | 2023 |