# geometry

Machine learning for partial differential equations
2017-05-15
– 2023-11-17Feedback system identification, not necessarily linear
Learning dynamics from data
2016-08-01
– 2023-11-15Hydrology, applied
Rivers, aquifers and other wet things that can flood your house
2020-09-07
– 2023-10-27Physics-informed neural networks
2019-10-15
– 2023-10-19Neural PDE operator learning
Especially forward operators. Image-to-image regression, where the images encode a physical process.
2019-10-15
– 2023-10-19Probabilistic numerics
2023-07-13
– 2023-09-25Machine learning for climate systems
2020-04-02
– 2023-09-25Orthonormal and unitary matrices
Energy preserving operators, generalized rotations
2019-10-22
– 2023-09-19Differential geometry, geometric algebra etc
2014-11-27
– 2023-09-19Materials informatics
Machine learning in condensed matter physics, chemistry and materials science
2023-08-01
– 2023-08-08The Gaussian distribution
The default probability distribution
2016-06-27
– 2023-07-19Neural vector embeddings
Hyperdimensional Computing, Vector Symbolic Architectures, Holographic Reduced Representations
2017-12-20
– 2023-06-13Neural learning dynamical systems
2018-08-13
– 2023-05-23Differentiable PDE solvers
2017-05-15
– 2023-05-15Distances between Gaussian distributions
Nearly equivalent to distances between symmetric positive definite matrices
2016-06-27
– 2023-05-03ΦFlow
A modern python computational fluid dynamics library for ML research
2022-06-24
– 2023-04-17Optimal rotations
2021-05-18
– 2023-04-06The Matrix-Gaussian distribution
2022-08-19
– 2023-02-16Elliptical distributions
2015-06-23
– 2023-01-03Graph neural nets
2020-09-16
– 2022-12-19Machine learning for physical sciences
Turbulent mixing at the boundary between disciplines with differing inertia and viscosity
2017-05-15
– 2022-12-07Hamiltonian and Langevin Monte Carlo
Physics might be on to something
2018-07-31
– 2022-11-14Deep learning as a dynamical system
2018-08-13
– 2022-10-30Randomised linear algebra
2016-08-16
– 2022-10-22Gaussian process inference by partial updates
2020-12-03
– 2022-09-22Hydrology, applied
Rivers, aquifers and other wet things that can flood your house
2020-09-07
– 2022-06-30Emergent spacetime
What are qubits again?
2022-05-26Beta Processes
2019-10-14
– 2022-04-08Stationary Gamma processes
2019-10-14
– 2022-04-08Multivariate Gamma distributions
2019-10-14
– 2022-03-14Fun with rotational symmetries
2021-01-29
– 2022-03-03Learning Gaussian processes which map functions to functions
2020-12-07
– 2022-02-25Learning on manifolds
Finding the lowest bit of a krazy straw, from the inside
2011-10-21
– 2022-01-26Feedback system identification, linear
2016-07-27
– 2022-01-21Matrix-valued random variates
2021-12-01
– 2022-01-06Random rotations
2021-05-18
– 2021-12-01Convolutional stochastic processes
Moving averages of noise
2021-03-01
– 2021-08-16Isotropic random vectors
2011-08-10
– 2021-05-24Randomized low dimensional projections
2021-03-12
– 2021-05-24Convolutional Gaussian processes
2021-03-01Stochastic processes on manifolds
2021-03-01Bushfire models
2020-09-07
– 2020-08-19Natural gradient descent
Climbing slower on the tricky bits
2019-07-18
– 2020-05-26Learnable indexes and hashes
2018-01-12
– 2020-02-18Information geometry
2011-10-21
– 2019-12-27Random (element) matrix theory
2014-11-09
– 2019-10-10Sparse stochastic processes identification and sampling
Discrete sample representation of sparse continuous stochastic processes
2018-11-22
– 2018-10-29Dynamical systems
2016-04-26
– 2016-07-27Curved exponential families
2016-04-19Geometry of fitness landscapes
2011-07-27
– 2015-06-17Configuration space of the economy
2011-09-07