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tfjgeorge /nngeometry

{KFAC,EKFAC,Diagonal,Implicit} Fisher Matrices and finite width NTKs in PyTorch

pytorch gram jacobian hessian fim ntk kfac tangent fisher-information-matrix ekfac neural-tangent-kernel k-fac ek-fac

UpdatedMar 13, 2025
Python

VITA-Group /TENAS

[ICLR 2021] "Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective" by Wuyang Chen, Xinyu Gong, Zhangyang Wang

neural-architecture-search ntk nas-bench-201 darts-space linear-region

UpdatedDec 30, 2021
Python

VITA-Group /TEGNAS

"Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics" by Wuyang Chen, Xinyu Gong, Yunchao Wei, Humphrey Shi, Zhicheng Yan, Yi Yang, and Zhangyang Wang

reinforcement-learning evolutionary-algorithms neural-architecture-search generalization ntk nas-bench-201 darts-space linear-region

UpdatedAug 20, 2023
Python

392781 /scikit-ntk

Neural Tangent Kernel (NTK) module for the scikit-learn library

machine-learning scikit-learn kernel-methods scikit ntk neural-tangent-kernel

UpdatedOct 7, 2024
Python

KaiyuanZh /OrthogLinearBackdoor

[IEEE S&P 2024] Exploring the Orthogonality and Linearity of Backdoor Attacks

backdoor ntk continual-learning pytorch-implementation backdoor-attacks backdoor-defense backdoor-theory sp-2024

UpdatedDec 30, 2024
Python

f-dangel /einconv

Convolutions and more as einsum for PyTorch

fisher pytorch convolution ntk transpose-convolution im2col kfac einsum tensornetwork einsum-notation vjp jvp ggn

UpdatedJun 6, 2024
Python

TimoFlesch /NeuralTangentKernel

A Python implementation of the Neural Tangent Kernel (jacot et al, 2018)

learning-theory ntk neural-tangent-kernel

UpdatedFeb 22, 2021
Jupyter Notebook

VITA-Group /architecture_convergence

[Neurips 2022] "Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis" by Wuyang Chen*, Wei Huang*, Xinyu Gong, Boris Hanin, Zhangyang Wang

ntk neural-architectures convergence-analysis

UpdatedOct 11, 2022
Python

AlbertDominguez /infinite-width-NNs

Infinite-width neural networks from a practical point of view

kernel-methods ntk gaussian-process-regression mlp-networks jax infinite-networks neural-tangents

UpdatedFeb 24, 2021
Python

thisiskeanyvy /ntk-ultra-compression

NTK Ultra-Compression est un logiciel de compression de fichiers qui vise à réduire au maximum la taille des fichiers indépendamment du temps.

rust compression rust-lang compression-algorithm ntk ultra-compression hyper-compression ntk-file

UpdatedFeb 26, 2025
Rust

392781 /neural-laplace

Empirical analysis of the Laplace and neural tangent kernel reproducing kernel Hilbert space (RKHS)

rkhs ntk reproducing-kernel neural-tangent-kernel laplace-kernel reproducing-kernel-hilbert-space

UpdatedAug 18, 2022
Jupyter Notebook

FrankCCCCC /DL_DB_Quick_Note

A collection of papers & notes in deep learning and database.

deep-neural-networks deep-learning deep-reinforcement-learning ntk alpha-zero lottery-hypothesis

UpdatedApr 28, 2022
HTML

hongbeng49 /NTK-VA

Code used for the paper "Valuation of Variable Annuity Portfolios using Finite and Infinite Width Neural Networks".

neural-network metamodeling ntk variable-annuity

UpdatedDec 21, 2024
Jupyter Notebook

AsmaaEssamSultan /Natural-Language-Processing-Specialization

My assignments of the Natural Language Processing Specialization provided by DeepLearning.AI

numpy pandas nlp-machine-learning ntk

UpdatedDec 7, 2022
Jupyter Notebook

hari7261 /Quantum-Banking-System

Quantum Banking System combines cutting-edge AI technology with modern banking features to provide an unparalleled financial management experience.

python nlp ai sklearn transaction os pillow pandas transformer banking matplotlib loan enhanced ntk multiple-features otp-verification bank-management-system

UpdatedJan 20, 2025
Python

vrhovnik /ntk-2024-demos

NTK 2024 demos and additional information

azure containers asp-net-core ntk

UpdatedSep 23, 2024
JavaScript

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