invariance

There are 0 repository under invariance topic.

• nutype

  greyblake / nutype

  Rust newtype with guarantees 🇺🇦 🦀

  datadata-structuresmacromacrosnewtyperustrust-langrust-librarysanitizationsanitizertypesafetyvalidationvalidatorwebinvariantinvariantsinvariance
  Language:Rust 1250

• chao1224 / Geom3D

  Geom3D: Geometric Modeling on 3D Structures, NeurIPS 2023

  3d3d-structuresbiologychemistrycrystalsdrugsequivariancegeometrygroupinvariancemoleculesphysicsproteinssymmetrymaterialai4science
  Language:Python 106

• stanford-futuredata / equivariant-transformers

  Equivariant Transformer (ET) layers are image-to-image mappings that incorporate prior knowledge on invariances with respect to continuous transformations groups (ICML 2019). Paper: https://arxiv.org/abs/1901.11399

  equivarianceinvariancecomputer-visionconvolutional-neural-networks
  Language:Jupyter Notebook 86

• beabevi / ESAN

  Equivariant Subgraph Aggregation Networks (ICLR 2022 Spotlight)

  graph-neural-networksmessage-passing-neural-networkinvarianceequivariancesubgraph
  Language:Python 83

• lucmos / relreps

  Relative representations can be leveraged to enable solving tasks regarding "latent communication": from zero-shot model stitching to latent space comparison between diverse settings.

  invariancerepresentation-learningstitchingzero-shotlatent-communicationrelative-representation
  Language:Jupyter Notebook 43

• sophiaas / spectral-universality

  Official PyTorch and JAX Implementation of "Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks"

  fouriergeometric-deep-learninggroup-theoryinvariance
  Language:Python 20

• PurdueMINDS / size-invariant-GNNs

  Size-Invariant Graph Representations for Graph Classification Extrapolations (ICML 2021 Long Talk)

  graph-neural-networkssubgraphsout-of-distributioncausalityinvariance
  Language:Python 19

• sophiaas / bispectral-networks

  Official PyTorch implementation of Bispectral Neural Networks, ICLR 2023

  bispectrumequivariancefourier-analysisgroup-theoryinvarianceneural-networksrepresentation-theory
  Language:Jupyter Notebook 17

• jiaqingxie / Theories-of-Graph-Neural-Networks

  A List of Papers on Theoretical Foundations of Graph Neural Networks

  biochemistrycombinatorial-optimizationequivariancegnninvariancenp-hardodeoptimizationpdetopologyexpressive-power
  15

• Katalip / ca-stinv-cnn

  Code for "Improving Stain Invariance of CNNs for Segmentation by Fusing Channel Attention and Domain-Adversarial Training"

  cnnconvnetdistribution-shiftinvariancesemantic-segmentationwsi
  Language:Python 10

• ThijsKuipers1995 / gconv

  Continuous regular group convolutions for Pytorch

  equivariancegeometric-deep-learninginvariance
  Language:Python 8

• Weixy21 / InvarianceNODE

  On the forward invariance of Neural ODEs: performance guarantees for policy learning

  control-barrier-functionsinvarianceneural-odesperformance-guaranteessafety-critical-systems
  Language:Python 8
• MIE.package

  MaksimRudnev / MIE.package

  Measurement invariance explorer - R package to explore measurement invariance

  statisticsexploratory-data-visualizationsinvarianceequivalencemeasurement-invariancer-packagelavaan
  Language:R 6

• chiukenny / Tests-for-Distributional-Symmetry

  Non-parametric hypothesis tests for identifying distributional group symmetries from data

  equivariancehypothesis-testinginvariancesymmetry-detection
  Language:Julia 5

• namratadeka / mmd-b-fair

  MMD-B-Fair: Learning Fair Representations with Statistical Testing (AISTATS 2023)

  fairness-mlinvariancekernel-methodsmmdrepresentation-learning
  Language:Jupyter Notebook 4

• atiaisaac / VICReg_TF

  This a tensorflow implementation of VICReg - a self-supervised learning architecture that prevents collapse in an intuitive manner using a loss function that 1. maintains the variance of each embedding over a batch above a threshold and 2. decorrelating pairs of embeddings over a batch and attracting them to 0. Training was done using TPU on colab

  covarianceinvariancetensorflowtpuvariancevicreg
  Language:Jupyter Notebook 3

• facundoq / tmeasures

  The Transformational Measures (TM) library allows neural network researchers to evaluate the invariance and equivariance of their models with respect to a set of transformations. Support for Pytorch (current) and Tensorflow/Keras (coming).

  pythonneural-networkspytorchtensorflowkerasinvarianceequivariancevariancemeasurepython3
  Language:Python 3

• gtc-invariance / gtc-invariance

  This repository is the official accompaniment to A General Framework for Robust G-Invariance in G-Equivariant Networks (submitted, NeurIPS 2023)

  equivariancegeometric-deep-learninginvariancebispectrumequivariant-networksgroup-theorytriple-correlation
  3

• sophiaas / gtc-invariance

  Official PyTorch Implementation of "A General Framework for Robust G-Invariance in G-Equivariant Networks," NeurIPS 2023

  bispectrumconvolutional-neural-networksdeep-learningequivariancegeometric-deep-learninggroup-theoryinvariance
  Language:Python 3

• trajectory-invariants / invariants_mat

  Matlab implementation of Trajectory Invariants.

  differential-geometryinvarianceinvariantinvariantsmotionoptimal-controloptimizationtrajectory-generationtrajectory-planninginvariants-mat
  Language:MATLAB 3

• mtumilowicz / java11-covariance-contravariance-invariance

  Covariance, invariance, contravariance overview of collections in Java 11, vavr, guava.

  covarianceinvariancecontravarianceguavacollectionvavr
  Language:Java 2

• davidsleonard / leiv

  Linear Errors-In-Variables Estimation

  errors-in-variablesmeasurement-errorstraight-line-fittingbayesianinvarianceidentifiabilitymethod-comparisonsas-macro
  Language:SAS 0

• lansaloltd / kingdom-animalia

  Really simplified animal kingdom hierarchy

  scalavariancecovariancecontrovarianceinvariance
  Language:Scala 0

• lansaloltd / type-variance

  Some example of type variance in Scala

  variancescalacovarianceinvariancecontrovariance
  Language:Scala 0

• pvts / NN-Invariant-Elements

  Identifying invariant elements of Neural Networks to image transformations

  image-classificationinvariancedeep-neural-networks
  Language:Python 0

• sophiecollard / variance

  Simple examples to illustrate the differences between invariance, covariance and contravariance in Scala

  contravariancecovariancefpfunctional-programminginvariancescala
  Language:Scala 0

• AhmedTarekHasan / CovarianceAndContravarianceInDotNetCSharp

  Have hard time understanding it? Let me simplify it for you.

  dotnetcsharpcodecodingprogrammingcovariancecontravarianceinvariantvariancecovariantcontravariantinvariance