Guaranteed Approximation Bounds for Mixed-Precision Neural Operators

Guaranteed Approximation Bounds for Mixed-Precision Neural Operators

27 July 2023

Nikola B. Kovachki

Gennady Pekhimenko

Kamyar Azizzadenesheli

Anima Anandkumar

Papers citing "Guaranteed Approximation Bounds for Mixed-Precision Neural Operators"

9 / 9 papers shown

Title
Tensor-GaLore: Memory-Efficient Training via Gradient Tensor Decomposition Robert Joseph George David Pitt Jiawei Zhao Jean Kossaifi Cheng Luo Yuandong Tian Anima Anandkumar 26 1 0 04 Jan 2025
An Operator Learning Framework for Spatiotemporal Super-resolution of Scientific Simulations Valentin Duruisseaux Amit Chakraborty AI4CE 11 1 0 04 Nov 2023
Multi-Grid Tensorized Fourier Neural Operator for High-Resolution PDEs Jean Kossaifi Nikola B. Kovachki Kamyar Azizzadenesheli Anima Anandkumar AI4CE 42 31 0 29 Sep 2023
Neural Operators for Accelerating Scientific Simulations and Design Kamyar Azzizadenesheli Nikola B. Kovachki Zong-Yi Li Miguel Liu-Schiaffini Jean Kossaifi Anima Anandkumar AI4CE 26 117 0 27 Sep 2023
Turbulence in Focus: Benchmarking Scaling Behavior of 3D Volumetric Super-Resolution with BLASTNet 2.0 Data Wai Tong Chung Bassem Akoush Pushan Sharma Alex Tamkin Kihoon Jung ... D. Brouzet M. Talei B. Savard A. Poludnenko M. Ihme AI4CE 22 13 0 23 Sep 2023
Tipping Point Forecasting in Non-Stationary Dynamics on Function Spaces Miguel Liu-Schiaffini C. Singer Nikola B. Kovachki T. Schneider Kamyar Azizzadenesheli Anima Anandkumar 12 4 0 17 Aug 2023
FP8 Formats for Deep Learning Paulius Micikevicius Dusan Stosic N. Burgess Marius Cornea Pradeep Dubey ... Naveen Mellempudi S. Oberman M. Shoeybi Michael Siu Hao Wu BDL VLM MQ 65 119 0 12 Sep 2022
Multiwavelet-based Operator Learning for Differential Equations Gaurav Gupta Xiongye Xiao P. Bogdan 115 198 0 28 Sep 2021
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 197 2,254 0 18 Oct 2020