307 citations · 330 across the 6 of their papers we have counts for
6 papers
A Foundation Model for the Solar Dynamics Observatory
James Walsh, Daniel G. Gass, Raul Ramos Pollan +7
SDO-FM is a foundation model using data from NASA's Solar Dynamics Observatory (SDO) spacecraft; integrating three separate instruments to encapsulate the Sun's complex physical in…
Second-Order Forward-Mode Automatic Differentiation for Optimization
Adam D. Cobb, Atılım Güneş Baydin, Barak A. Pearlmutter +1
This paper introduces a second-order hyperplane search, a novel optimization step that generalizes a second-order line search from a line to a -dimensional hyperplane. This, com…
Closing the Gap Between SGP4 and High-Precision Propagation via Differentiable Programming
Giacomo Acciarini, Atılım Güneş Baydin, Dario Izzo
The Simplified General Perturbations 4 (SGP4) orbital propagation method is widely used for predicting the positions and velocities of Earth-orbiting objects rapidly and reliably.…
High-Cadence Thermospheric Density Estimation enabled by Machine Learning on Solar Imagery
Shreshth A. Malik, James Walsh, Giacomo Acciarini +2
Accurate estimation of thermospheric density is critical for precise modeling of satellite drag forces in low Earth orbit (LEO). Improving this estimation is crucial to tasks such…
Managing extreme AI risks amid rapid progress
Yoshua Bengio, Geoffrey Hinton, Andrew Yao +22
Artificial Intelligence (AI) is progressing rapidly, and companies are shifting their focus to developing generalist AI systems that can autonomously act and pursue goals. Increase…
PyATMOS: A Scalable Grid of Hypothetical Planetary Atmospheres
Aditya Chopra, Aaron C Bell, William Fawcett +7
Cloud computing offers an opportunity to run compute-resource intensive climate models at scale by parallelising model runs such that datasets useful to the exoplanet community can…