Differentiable modelling to unify machine learning and physical models for geosciences
Process-based modelling offers interpretability and physical consistency in many domains of
geosciences but struggles to leverage large datasets efficiently. Machine-learning methods …
geosciences but struggles to leverage large datasets efficiently. Machine-learning methods …
Differentiable biology: using deep learning for biophysics-based and data-driven modeling of molecular mechanisms
M AlQuraishi, PK Sorger - Nature methods, 2021 - nature.com
Deep learning using neural networks relies on a class of machine-learnable models
constructed using 'differentiable programs'. These programs can combine mathematical …
constructed using 'differentiable programs'. These programs can combine mathematical …
Novel view synthesis with diffusion models
D Watson, W Chan, R Martin-Brualla, J Ho… - ar** rule bases, and mimicking human behaviour. The fundamental concept behind …
Evidence That the Occurrence Rate of Hot Jupiters around Sun-like Stars Decreases with Stellar Age
We investigate how the occurrence rate of giant planets (minimum mass> 0.3 M Jup) around
Sun-like stars depends on the age, mass, and metallicity of their host stars. We develop a …
Sun-like stars depends on the age, mass, and metallicity of their host stars. We develop a …
Learning force field parameters from differentiable particle-field molecular dynamics
We develop∂-HylleraasMD (∂-HyMD), a fully end-to-end differentiable molecular dynamics
software based on the Hamiltonian hybrid particle-field formalism, and use it to establish a …
software based on the Hamiltonian hybrid particle-field formalism, and use it to establish a …
Improving data-driven inferential sensor modeling by industrial knowledge: A bayesian perspective
Accurate quality variable inference by process variables is the core of industrial inferential
sensor modeling, where recent advancements have seen deep learning (DL) models …
sensor modeling, where recent advancements have seen deep learning (DL) models …
Inclusive and differential cross section measurements of production in the lepton+jets channel at = 13 TeV
CMS collaboration - arxiv preprint arxiv:2309.14442, 2023 - arxiv.org
Measurements of inclusive and normalized differential cross sections of the associated
production of top quark-antiquark and bottom quark-antiquark pairs, ttbb, are presented. The …
production of top quark-antiquark and bottom quark-antiquark pairs, ttbb, are presented. The …