Ard A. Louis

26 papers A* 2Journal 23Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Sufficient Conditions for Stability of Minimum-Norm Interpolating Deep ReLU Networks.
CoRR
Ouns El Harzli, Yoonsoo Nam, Ilja Kuzborskij, Bernardo Cuenca Grau, Ard A. Louis
2025 J jnl
A simple mean field model of feature learning.
CoRR
Niclas Alexander Göring, Chris Mingard, Yoonsoo Nam, Ard A. Louis
2025 J jnl
Characterising the Inductive Biases of Neural Networks on Boolean Data.
CoRR
Chris Mingard, Lukas Seier, Niclas Alexander Göring, Andrei-Vlad Badelita, Charles London, Ard A. Louis
2025 J jnl
Closed-form ℓ
CoRR
Shuofeng Zhang, Ard A. Louis
2025 J jnl
Feature learning is decoupled from generalization in high capacity neural networks.
CoRR
Niclas Alexander Göring, Charles London, Abdurrahman Hadi Erturk, Chris Mingard, Yoonsoo Nam, Ard A. Louis
2025 J jnl
Position: Many generalization measures for deep learning are fragile.
CoRR
Shuofeng Zhang, Ard A. Louis
2024 A* conf
An exactly solvable model for emergence and scaling laws in the multitask sparse parity problem.
NeurIPS
Yoonsoo Nam, Nayara Fonseca, Seok Hyeong Lee, Chris Mingard, Ard A. Louis
2024 J jnl
An exactly solvable model for emergence and scaling laws.
CoRR
Yoonsoo Nam, Nayara Fonseca, Seok Hyeong Lee, Ard A. Louis
2024 J jnl
Bias in the arrival of variation can dominate over natural selection in Richard Dawkins's biomorphs.
PLoS Comput. Biol.
Nora S. Martin, Chico Q. Camargo, Ard A. Louis
2024 A* conf
Double-Descent Curves in Neural Networks: A New Perspective Using Gaussian Processes.
AAAI
Ouns El Harzli, Bernardo Cuenca Grau, Guillermo Valle Pérez, Ard A. Louis
2024 J jnl
Exploiting the equivalence between quantum neural networks and perceptrons.
CoRR
Chris Mingard, Jessica Pointing, Charles London, Yoonsoo Nam, Ard A. Louis
2024 J jnl
Exploring Simplicity Bias in 1D Dynamical Systems.
Entropy
Kamaludin Dingle, Mohammad Alaskandarani, Boumediene Hamzi, Ard A. Louis
2024 J jnl
Visualising Feature Learning in Deep Neural Networks by Diagonalizing the Forward Feature Map.
CoRR
Yoonsoo Nam, Chris Mingard, Seok Hyeong Lee, Soufiane Hayou, Ard A. Louis
2023 J jnl
Do deep neural networks have an inbuilt Occam's razor?
CoRR
Chris Mingard, Henry Rees, Guillermo Valle Pérez, Ard A. Louis
2021 J jnl
Double-descent curves in neural networks: a new perspective using Gaussian processes.
CoRR
Ouns El Harzli, Guillermo Valle Pérez, Ard A. Louis
2021 J jnl
Is SGD a Bayesian sampler? Well, almost.
J. Mach. Learn. Res.
Chris Mingard, Guillermo Valle Pérez, Joar Skalse, Ard A. Louis
2021 J jnl
Why Flatness Correlates With Generalization For Deep Neural Networks.
CoRR
Shuofeng Zhang, Isaac Reid, Guillermo Valle Pérez, Ard A. Louis
2020 J jnl
Generalization bounds for deep learning.
CoRR
Guillermo Valle Pérez, Ard A. Louis
2020 J jnl
Is SGD a Bayesian sampler? Well, almost.
CoRR
Chris Mingard, Guillermo Valle Pérez, Joar Skalse, Ard A. Louis
2019 — conf
Deep learning generalizes because the parameter-function map is biased towards simple functions.
ICLR (Poster)
Guillermo Valle Pérez, Chico Q. Camargo, Ard A. Louis
2019 J jnl
Neural networks are a priori biased towards Boolean functions with low entropy.
CoRR
Chris Mingard, Joar Skalse, Guillermo Valle Pérez, David Martínez-Rubio, Vladimir Mikulik, Ard A. Louis
2019 J jnl
TacoxDNA: A user-friendly web server for simulations of complex DNA structures, from single strands to origami.
J. Comput. Chem.
Antonio Suma, Erik Poppleton, Michael Matthies, Petr Sulc, Flavio Romano, Ard A. Louis, Jonathan P. K. Doye, Cristian Micheletti, Lorenzo Rovigatti
2018 J jnl
Deep learning generalizes because the parameter-function map is biased towards simple functions.
CoRR
Guillermo Valle Pérez, Chico Q. Camargo, Ard A. Louis
2016 J jnl
Genetic Correlations Greatly Increase Mutational Robustness and Can Both Reduce and Enhance Evolvability.
PLoS Comput. Biol.
Sam F. Greenbury, Steffen Schaper, Sebastian E. Ahnert, Ard A. Louis
2014 J jnl
Simulating a burnt-bridges DNA motor with a coarse-grained DNA model.
Nat. Comput.
Petr Sulc, Thomas E. Ouldridge, Flavio Romano, Jonathan P. K. Doye, Ard A. Louis
2013 J jnl
Graph Automorphism and Topological Characterization of Synthetic and Natural Complex Networks by Information Content.
CoRR
Hector Zenil, Fernando Soler-Toscano, Kamaludin Dingle, Ard A. Louis