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Posts tagged #operatorlearning

Real-Time Magnetic Resonance Elastography via Operator Learning

Real-Time Magnetic Resonance Elastography via Operator Learning

An operator learning framework (oNLI) can reconstruct magnetic resonance elastography images in real time, achieving a 30,000‑fold speed increase. Read more: getnews.me/real-time-magnetic-reson... #magneticresonance #operatorlearning

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DeepONet Advances Physics‑Informed Solving of Nonlinear PDEs

DeepONet Advances Physics‑Informed Solving of Nonlinear PDEs

DeepONet can be trained to solve many nonlinear PDEs without a separate model per equation; a deeper branch network boosts accuracy while a simple trunk keeps stability. getnews.me/deeponet-advances-physic... #deeponet #operatorlearning

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GenUQ: Generative Hyper‑Networks for Uncertainty in Operator Learning

GenUQ: Generative Hyper‑Networks for Uncertainty in Operator Learning

GenUQ adds likelihood‑free uncertainty to operator learning via a generative hyper‑network, outperforming classic Bayesian methods on three benchmark tasks. getnews.me/genuq-generative-hyper-n... #operatorlearning #uncertainty

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Physics-Informed Operator Learning Improves Wearable Blood Pressure

Physics-Informed Operator Learning Improves Wearable Blood Pressure

Physics‑informed DeepONet reduces model complexity to a single regularization term, achieving 0.766 correlation (vs 0.770 baseline) and cutting training overhead by ~4%. getnews.me/physics-informed-operato... #wearable #bloodpressure #operatorlearning

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Hello #FAU. Thanks for the quick plan to host me and letting me present our exciting mathematics of ML in infinite-dimensions, #operatorlearning. #sciML Their "Pattern Recognition Laboratory" is completing 50 years! @andreasmaier.bsky.social 💥

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Principled Approaches for Extending Neural Architectures to Function
Spaces for Operator Learning
Anima Anandkumar, Boris Bonev et al.
Paper
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#NeuralArchitectures #OperatorLearning #MachineLearningResearch

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Huge thanks to the team: Zhikai Wu, Shiyang Zhang, Sizhuang He, Sifan Wang, Min Zhu, Anran Jiao, Lu Lu! Let us know what you think! #OperatorLearning #LLM #AI4Science

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