Search results for #NeuralOperators
#NeuralOperators learn physics through data. We study long term prediction capability of #NeuralOperator on a hard task of ocean emulation with variable forcing, making me think very seriously about coupled weather ocean model, #THEModel
#NeuralOperators learn physics through data. We study long term prediction capability of #NeuralOperator on a hard task of ocean emulation with variable forcing, making me think very seriously about coupled weather ocean model, #THEModel https://t.co/yJ0mQAfrlr
Point predictions don’t capture the full creep-time relationship. We need a model that predicts the entire curve for any input params. Enter FNO: it’s like a neural net that vibes with continuous functions. #NeuralOperators #FunctionalData
Functional Operators for Memory Routing in Mixture-of-Experts (MoE) open.substack.com/pub/satyamcser… Continue Reading on Substack: lnkd.in/dp-YmTi9 #MixtureOfExperts #FunctionalRouting #Transformers #DeepLearning #NeuralOperators #AIArchitecture #satmis
#NeuralOperators for real world seismology Full waveform inversion on a real seismic sites, San Gabriel, Chino, and San Bernardino basins in the Los Angeles metropolitan area. Steps: 1- Develop a domain-informed architecture 2- Train on generated function data resemble real…
I was invited to talk at the Department of Physics (#TXST) Colloquium and will present on “#NeuralOperators for Physics-Informed #AI in Ultrawide Bandgap (#UWBG) Semiconductor Research.” When: April 2nd, 2025 Where: RFM-3219 Time: 5 – 6 PM
Not long ago, we pioneered the first AI-driven weather forecasting model using #NeuralOperators. Now, it's incredible to see AI officially integrated into operational forecasts by leading agencies like @ECMWF. The rapid adoption of AI in meteorology is truly remarkable—huge…
Not long ago, we pioneered the first AI-driven weather forecasting model using #NeuralOperators. Now, it's incredible to see AI officially integrated into operational forecasts by leading agencies like @ECMWF. The rapid adoption of AI in meteorology is truly remarkable—huge…
Revolutionize AI with NeuralOperator: Your Guide to Neural Operators generalknowledge.tech/ai/revolutioni… #deeplearning #machinelearning #modelgeneralization #neuraloperators #Pythonlibrary #PyTorch #scientificcomputing
Excited to present at NeurIPS 2024! 🎉 We propose a unified neural operator for Compressed Sensing MRI, adapting to multiple undersampling patterns/rates, with 11% SSIM & 4dB PSNR gains. Full paper & code: armeet.ca/nomri #NeurIPS2024 #ML #MRI #NeuralOperators
At #NeurIPS2024, Join the D3S3 workshop on Dec 15th. We all will discuss #AInScience, solvers, #NeuralOperators, computational methods, PDEs, PINNs, and #MLonFunctions. And generally the future of AI research and technology. d3s3workshop.github.io/schedule/
If you will be at Neurips and interested in #NeuralOperators, talk with @ZongyiLiCaltech
If you will be at Neurips and interested in #NeuralOperators, talk with @ZongyiLiCaltech
#GenAI now on functions. #NeuralOperators A new branch of MLonFunctions that will supercharge many advances in science, engineering, and safety. Thanks to @GeorgiaTech community for having me to deliver a lecture on "#GenAI on functions", in partial to @amiraliagz for the…
In this work, we do not focus on "discretization agnostics" property since many existing methods, excluding the #NeuralOperators ones, do not posses this fundamental property, making their relevance questionable. To address that, we also present a way to advance neural network…
❌GP-regression --> ✅Universal functional regression We No Longer need Gaussian assumption for functional regression. We can learn the prior over functions. We can train a #NeuralOperators to learn any Stochastic Process, give us likelihood of any collection of points, and do…
Dear Seattle friends, I am visiting the University of Washington @UW this week to deliver the colloquium talk on "ML on Function and #NeuralOperators" discussing the bright era of science and engineering with neural operators PM me if you are down for a chat. @nvidia @nvidiaAI
I'll be speaking about "Neural Operators: A New Era of Scientific Computing" at ODSC West 2024 @_odsc ! We will explore the evolution of AI from neural networks to #NeuralOperators and how this transformation is revolutionizing scientific and engineering computing.…
I'll be speaking about "Neural Operators: A New Era of Scientific Computing" at ODSC West 2024 @_odsc ! We will explore the evolution of AI from neural networks to #NeuralOperators and how this transformation is revolutionizing scientific and engineering computing.…
I was honored to give the keynote speech on "ML on Functions" and #NeuralOperators at @amazon internal conference. Together, we are developing the next era of scientific computing and scientific discovery. @nvidia @nvidiaAI @awscloud
ICML2024 Tutorial on "Neural Operators & Machine Learning on Function Spaces" is now out. #NeuralOperators #AInScience @nvidia @nvidiaAI youtube.com/watch?v=_j7bce… Looking forward to building the future of this field with the bigger community, all together.
One of the most used plots showing the future of #AI and #Sciences, and machine learning on function spaces, #NeuralOperators by @JeanKossaifi @mliuschi @NKovachki @ZongyiLiCaltech, @AnimaAnandkumar
A new line of research towards developing algorithms & methods that enable neural operators to achieve generalization over desiderata such as PDE parameters, ICs, BCs, Geometries, Resolutions, etc. #NeuralOperators #ML4Science #PDEs #NumericalSolvers #ActiveLearning #AI4Science
At #NeurIPS2024, Dec 9-15th, 2024, an exciting workshop on #AI4Science, solvers, computational methods, PDEs, sciences, engineering, #NeuralOperators, PINNs, surrogate model, data-driven algorithmic computing, and MLonFunctionSpaces, d3s3workshop.github.io Deadline: late Aug
