GitHub topics: representation-learning

Repositories

EtienneChollet/oct_vesselseg

A Label-Free and Data-Free Synthesis Engine and Training Framework for Vascular Segmentation of sOCT Data with PyTorch.

Language: Python - Size: 35.2 MB - Last synced at: about 7 hours ago - Pushed at: about 8 hours ago - Stars: 3 - Forks: 0

unum-cloud/uform

Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️

Language: Python - Size: 678 KB - Last synced at: about 14 hours ago - Pushed at: about 15 hours ago - Stars: 1,147 - Forks: 69

moskomule/anatome

Ἀνατομή is a PyTorch library to analyze representation of neural networks

Language: Jupyter Notebook - Size: 301 KB - Last synced at: about 20 hours ago - Pushed at: about 21 hours ago - Stars: 64 - Forks: 7

batmanlab/Ladder

[ACL 2025] Official Pytorch implementation of LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers

Language: Jupyter Notebook - Size: 53.6 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 8 - Forks: 4

mehta-lab/VisCy

computer vision models for single-cell phenotyping

Language: Python - Size: 82.6 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 51 - Forks: 6

lciernik/similarity_consistency

Representational similarity consistency across dataset and their driving factors.

Language: Jupyter Notebook - Size: 19.7 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 10 - Forks: 3

HaoyiZhu/SPA

[ICLR 2025] SPA: 3D Spatial-Awareness Enables Effective Embodied Representation

Language: Python - Size: 10.2 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 154 - Forks: 6

github/CodeSearchNet 📦

Datasets, tools, and benchmarks for representation learning of code.

Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: about 4 hours ago - Pushed at: over 3 years ago - Stars: 2,320 - Forks: 403

Do semantically identical words across languages converge in embedding space? Currently WIP and testing: This tool aims to visualize multilingual embedding alignment under Ising dynamics, revealing latent structure as the system approaches critical temperature. Inspired by the Platonic representation hypothesis.

Language: Python - Size: 548 KB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0

SalesforceAIResearch/uni2ts

Unified Training of Universal Time Series Forecasting Transformers

Language: Jupyter Notebook - Size: 7.11 MB - Last synced at: 3 days ago - Pushed at: 3 months ago - Stars: 1,168 - Forks: 137

zelaki/ReDi

Boosting Generative Image Modeling via Joint Image-Feature Synthesis

Language: Python - Size: 3.47 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 38 - Forks: 1

LAMDA-CL/PyCIL

PyCIL: A Python Toolbox for Class-Incremental Learning

Language: Python - Size: 2.6 MB - Last synced at: 2 days ago - Pushed at: 2 months ago - Stars: 943 - Forks: 143

microsoft/DeBERTa

The implementation of DeBERTa

Language: Python - Size: 237 KB - Last synced at: 2 days ago - Pushed at: over 1 year ago - Stars: 2,101 - Forks: 232

Southla/Supervised_Learning

Supervised Learning project from TripleTen

Size: 1.95 KB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 0

marlin-codes/Awesome-Hyperbolic-Representation-and-Deep-Learning

Paper list about hyperbolic embedding, hyperbolic models,hyperbolic applications

Size: 196 KB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 480 - Forks: 38

entropicbloom/consciousness

Language: JavaScript - Size: 13.7 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 0

machado-research/AgarCL

Agar.io for Continual Reinforcement Learning

Language: C++ - Size: 37.8 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 20 - Forks: 0

pliang279/awesome-multimodal-ml

Reading list for research topics in multimodal machine learning

Size: 459 KB - Last synced at: 5 days ago - Pushed at: 10 months ago - Stars: 6,501 - Forks: 886

Revanrie/Variational-Autoencoder-on-FashionMNIST

This repository features a Variational Autoencoder (VAE) built with PyTorch, designed to compress and generate FashionMNIST images. Explore the model's latent space and gain insights into its workings while leveraging the power of deep learning! 🐙💻

Language: Jupyter Notebook - Size: 2.08 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

microsoft/event-vae-rl

Visuomotor policies from event-based cameras through representation learning and reinforcement learning. Accompanies our paper: https://arxiv.org/abs/2103.00806

Language: Python - Size: 53.7 KB - Last synced at: 2 days ago - Pushed at: almost 2 years ago - Stars: 55 - Forks: 16

liugangcode/torch-molecule

torch-molecule is a deep learning package for molecular discovery, designed with an sklearn-style interface for property prediction, inverse design and representation learning.

Language: Python - Size: 5.73 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 187 - Forks: 18

ApexGen-X/MergeVQ

[CVPR] MergeVQ: A Unified Framework for Visual Generation and Representation with Token Merging and Quantization

Language: Python - Size: 9.75 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 28 - Forks: 3

rese1f/Awesome-VQVAE

A collection of resources and papers on Vector Quantized Variational Autoencoder (VQ-VAE) and its application

Size: 134 KB - Last synced at: 6 days ago - Pushed at: 5 months ago - Stars: 288 - Forks: 10

BARL-SSL/reptrix

Library that provides metrics to assess representation quality

Language: Jupyter Notebook - Size: 318 KB - Last synced at: 7 days ago - Pushed at: 5 months ago - Stars: 11 - Forks: 0

luaGeeko/simclr-reimplementation-pytorch

PyTorch-based reimplementation of the SimCLR paper using CIFAR-10, with a focus on modular design, custom data loaders, and representation learning.

Language: Jupyter Notebook - Size: 7.81 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0

s3prl/s3prl

Self-Supervised Speech Pre-training and Representation Learning Toolkit

Language: Python - Size: 135 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 2,411 - Forks: 501

TIGER-AI-Lab/VLM2Vec

This repo contains the code for "VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks" [ICLR25]

Language: Python - Size: 10.4 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 251 - Forks: 18

ryanzhumich/Contrastive-Learning-NLP-Papers

Paper List for Contrastive Learning for Natural Language Processing

Size: 106 KB - Last synced at: 6 days ago - Pushed at: about 2 years ago - Stars: 561 - Forks: 61

HaLongbao/LRRNet

It’s Not the Target, It’s the Background: Rethinking Infrared Small Target Detection via Deep Patch-Free Low-Rank Representations

Size: 3.01 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 1 - Forks: 0

OpenRobotLab/PointLLM

[ECCV 2024 Best Paper Candidate] PointLLM: Empowering Large Language Models to Understand Point Clouds

Language: Python - Size: 3.39 MB - Last synced at: 9 days ago - Pushed at: about 1 month ago - Stars: 821 - Forks: 40

shaoxiongji/knowledge-graphs

A collection of research on knowledge graphs

Language: JavaScript - Size: 199 KB - Last synced at: 1 day ago - Pushed at: over 2 years ago - Stars: 1,751 - Forks: 296

yueliu1999/Awesome-Deep-Graph-Clustering

Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).

Language: Python - Size: 1.01 MB - Last synced at: 10 days ago - Pushed at: about 2 months ago - Stars: 921 - Forks: 147

AndreasLF/HowLowCanYouGo

🚀 HowLowCanYouGo – Official implementation of "How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks Using Metric Node Embeddings" (ICLR 2025)

Language: Python - Size: 66.4 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 3 - Forks: 0

itouchz/awesome-deep-time-series-representations

A curated list of state-of-the-art papers on deep learning for universal representations of time series.

Size: 2.22 MB - Last synced at: 2 days ago - Pushed at: 25 days ago - Stars: 173 - Forks: 17

google-deepmind/multi_object_datasets

Multi-object image datasets with ground-truth segmentation masks and generative factors.

Language: Python - Size: 2.92 MB - Last synced at: 5 days ago - Pushed at: over 3 years ago - Stars: 269 - Forks: 25

rsarka34/AsthmaSCELNet-INTERSPEECH

AsthmaSCELNet: A Lightweight Supervised Contrastive Embedding Learning Framework For Asthma Classification Using Lung Sounds (INTERSPEECH 2024)

Language: Python - Size: 2.52 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 3 - Forks: 2

Yiru-Jiao/spclt

This repository offers code to reuse methodology and repeat experiments in the study "Structure-preserving contrastive learning for spatial time series".

Language: Python - Size: 1.1 MB - Last synced at: 11 days ago - Pushed at: 12 days ago - Stars: 3 - Forks: 1

microsoft/Intrepid

INTeractive learning via REPresentatIon Discovery

Language: Python - Size: 229 KB - Last synced at: 2 days ago - Pushed at: about 1 year ago - Stars: 34 - Forks: 6

Danfoa/MorphoSymm

Tools for exploiting Morphological Symmetries in robotics

Language: Python - Size: 809 MB - Last synced at: 8 days ago - Pushed at: 3 months ago - Stars: 81 - Forks: 4

SYSU-SAIL/DASR

[CVPR 2021] Unsupervised Degradation Representation Learning for Blind Super-Resolution

Language: Python - Size: 106 MB - Last synced at: 4 days ago - Pushed at: about 3 years ago - Stars: 409 - Forks: 50

microsoft/ppgnn

[ICLR GTRL Spotlight 2022, ECML PKDD 2022] Contains code for the paper titled 'PPGNN: A Piece-Wise Polynomial Filtering Approach for Graph Neural Networks'

Language: Python - Size: 98.6 KB - Last synced at: 2 days ago - Pushed at: 11 months ago - Stars: 8 - Forks: 2

visresearch/patchmix

The official implementation of paper: "Inter-Instance Similarity Modeling for Contrastive Learning"

Language: Python - Size: 4.27 MB - Last synced at: 13 days ago - Pushed at: 8 months ago - Stars: 116 - Forks: 10

LirongWu/awesome-protein-representation-learning

Awesome Protein Representation Learning

Size: 284 KB - Last synced at: 11 days ago - Pushed at: 7 months ago - Stars: 669 - Forks: 72

terryyz/DataAug4Code

Source Code Data Augmentation for Deep Learning: A Survey.

Size: 149 KB - Last synced at: 11 days ago - Pushed at: about 1 year ago - Stars: 65 - Forks: 1

TristanBilot/phishGNN

Phishing detection using GNNs (SECRYPT'22)

Language: Rust - Size: 33.6 MB - Last synced at: 2 days ago - Pushed at: 16 days ago - Stars: 13 - Forks: 6

DLFundamentals/understanding-ssl

CL ~ NSCL

Language: Python - Size: 246 KB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 5 - Forks: 0

Aalto-QuML/PIPE

Positional Encoding meets Persistent Homology on Graphs

Language: Python - Size: 29.7 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 0 - Forks: 0

matthewvowels1/Awesome-VAEs

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

Size: 16.1 MB - Last synced at: 7 days ago - Pushed at: almost 4 years ago - Stars: 819 - Forks: 75

shangeth/wavencoder

WavEncoder is a Python library for encoding audio signals, transforms for audio augmentation, and training audio classification models with PyTorch backend.

Language: Python - Size: 5.21 MB - Last synced at: 8 days ago - Pushed at: about 4 years ago - Stars: 91 - Forks: 14

BhavyeMathur/boltzmann-machines-and-hopfield-networks

Hopfield Networks with Hebbian Learning and Generalised & Restricted Boltzmann Machines with CD-k in C++

Language: C++ - Size: 29.9 MB - Last synced at: 15 days ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

kevinbdsouza/GraphTransHiC

A Graph Transformer that creates hierarchal representations of HiC.

Language: Python - Size: 7.23 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 1 - Forks: 0

kevinbdsouza/VaeLM

Character Based Language Models Through Variational Sentence and Word Embeddings.

Language: Python - Size: 96 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 2 - Forks: 0

ShadeAlsha/ICon

ICLR 2025 - official implementation for "I-Con: A Unifying Framework for Representation Learning"

Language: Jupyter Notebook - Size: 43.5 MB - Last synced at: 17 days ago - Pushed at: 18 days ago - Stars: 92 - Forks: 4

autonomousvision/factor-fields

[SIGGRAPH 2023] We provide a unified formula for neural fields (Factor Fields) and a novel dictionary factorization (Dictionary Fields)

Language: Jupyter Notebook - Size: 5.18 MB - Last synced at: 11 days ago - Pushed at: 8 months ago - Stars: 213 - Forks: 11

pyt-team/TopoEmbedX

Representation Learning on Topological Domains

Language: Jupyter Notebook - Size: 823 KB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 81 - Forks: 12

zhirongw/lemniscate.pytorch

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Language: Python - Size: 29.3 KB - Last synced at: 1 day ago - Pushed at: about 4 years ago - Stars: 754 - Forks: 135

LirongWu/awesome-graph-self-supervised-learning

Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"

Size: 444 KB - Last synced at: 11 days ago - Pushed at: 10 months ago - Stars: 1,408 - Forks: 168

szrlee/awesome-continual-learning 📦

Resources collection for the hot research topic of Continual Learning, a fundamental step stone to Artificial General Intelligence (AGI).

Size: 1000 Bytes - Last synced at: 2 days ago - Pushed at: over 6 years ago - Stars: 8 - Forks: 3

konst-int-i/healnet

Multimodal fusion for heterogeneous biomedical data. NeurIPS 2024.

Language: Python - Size: 25.7 MB - Last synced at: 18 days ago - Pushed at: 6 months ago - Stars: 60 - Forks: 5

quadbio/cellmapper

k-NN-based mapping of cells across representations to transfer labels, embeddings, and expression values.

Language: Python - Size: 52.4 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 4 - Forks: 0

ZhouYuxuanYX/Maximum-Suppression-Regularization

This is the official repository of our paper "MaxSup: Overcoming Representation Collapse in Label Smoothing"

Language: Jupyter Notebook - Size: 19.6 MB - Last synced at: 19 days ago - Pushed at: 20 days ago - Stars: 9 - Forks: 2

pliang279/sent_debias

[ACL 2020] Towards Debiasing Sentence Representations

Language: Python - Size: 47.9 MB - Last synced at: 16 days ago - Pushed at: over 2 years ago - Stars: 66 - Forks: 19

aicip/Cross-Scale-MAE

[NIPS'23] Official Code of the paper "Cross-Scale MAE: A Tale of Multi-Scale Exploitation in Remote Sensing"

Language: Python - Size: 645 KB - Last synced at: 1 day ago - Pushed at: over 1 year ago - Stars: 46 - Forks: 2

csiro-robotics/TRIPS

🚀 [CVIU 2024] official repository of Multivariate Prototype Representation for Domain-Generalized Incremental Learning

Language: Python - Size: 726 KB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 1 - Forks: 0

OML-Team/open-metric-learning

Metric learning and retrieval pipelines, models and zoo.

Language: Python - Size: 2.51 MB - Last synced at: 22 days ago - Pushed at: 2 months ago - Stars: 952 - Forks: 71

chaht01/Co2L

Co^2L: Contrastive Continual Learning (ICCV2021)

Language: Python - Size: 30.3 KB - Last synced at: 7 days ago - Pushed at: about 3 years ago - Stars: 96 - Forks: 23

artefactory/alea-carta-est

Repository for the paper "Better Capturing Interactions between Products in Retail: Revisited Negative Sampling for Basket Choice Modeling".

Size: 1.24 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 0 - Forks: 0

alawryaguila/multi-view-AE

Multi-view-AE: An extensive collection of multi-modal autoencoders implemented in a modular, scikit-learn style framework.

Language: Python - Size: 3.14 MB - Last synced at: 6 days ago - Pushed at: 11 months ago - Stars: 53 - Forks: 5

arezou-pakzad/CIRCLe

CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions

Language: Python - Size: 358 KB - Last synced at: 19 days ago - Pushed at: about 2 years ago - Stars: 20 - Forks: 2

abdelfateh10/G2ACO

Unsupervised graph attention autoencoder clustering-oriented for community detection in attributed networks

Language: Jupyter Notebook - Size: 23.4 KB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 0 - Forks: 0

BiomedSciAI/gene-benchmark

Benchmark gene representations from different model families

Language: Jupyter Notebook - Size: 11.9 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 10 - Forks: 0

misaghsoltani/DeepCubeAI

Learning Discrete World Models for Heuristic Search

Language: Python - Size: 16.6 MB - Last synced at: 5 days ago - Pushed at: 10 months ago - Stars: 7 - Forks: 1

AMAAI-Lab/MelodySim

MelodySim: Measuring Melody-aware Music Similarity for Plagiarism Detection

Language: Python - Size: 25.8 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 2 - Forks: 0

AgarCL/AgarCL

Agar.io for Continual Reinforcement Learning

Language: C++ - Size: 7.88 MB - Last synced at: 7 days ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

baaivision/EVA

EVA Series: Visual Representation Fantasies from BAAI

Language: Python - Size: 8.61 MB - Last synced at: 24 days ago - Pushed at: 11 months ago - Stars: 2,496 - Forks: 185

J-SNACKKB/FLIP

A collection of tasks to probe the effectiveness of protein sequence representations in modeling aspects of protein design

Language: Jupyter Notebook - Size: 595 MB - Last synced at: 4 days ago - Pushed at: 9 months ago - Stars: 100 - Forks: 16

AIM-Harvard/foundation-cancer-image-biomarker

[Nature Machine Intelligence 2024] Code and evaluation repository for the paper

Language: Jupyter Notebook - Size: 67.6 MB - Last synced at: 22 days ago - Pushed at: 4 months ago - Stars: 110 - Forks: 14

ParitoshParmar/Fitness-AQA

Fitness Action Quality Assessment or your AI-Fitness Coach [ECCV 2022]

Language: Python - Size: 4.21 MB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 75 - Forks: 37

sthalles/SimCLR

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

Language: Jupyter Notebook - Size: 80.5 MB - Last synced at: 24 days ago - Pushed at: over 1 year ago - Stars: 2,401 - Forks: 478

cambrian-mllm/cambrian

Cambrian-1 is a family of multimodal LLMs with a vision-centric design.

Language: Python - Size: 1.99 MB - Last synced at: 24 days ago - Pushed at: 8 months ago - Stars: 1,905 - Forks: 132

sthalles/PyTorch-BYOL

PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

Language: Jupyter Notebook - Size: 83 KB - Last synced at: 28 days ago - Pushed at: about 3 years ago - Stars: 492 - Forks: 74

snap-stanford/GIB

Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs

Language: Jupyter Notebook - Size: 211 KB - Last synced at: 13 days ago - Pushed at: over 2 years ago - Stars: 137 - Forks: 26

jaeeun-n/hilbert-contrastive-learning

Hyperbolic Contrastive Learning for Document Representations - A Multi-View Approach with Paragraph-level Similarities

Language: Python - Size: 155 KB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 3 - Forks: 0

hannabdul/etf4asr

Official repo for the paper "An Effective Training Framework for Light-Weight Automatic Speech Recognition Models" accepted at InterSpeech 2025.

Size: 0 Bytes - Last synced at: 30 days ago - Pushed at: 30 days ago - Stars: 0 - Forks: 0

Lupin1998/Awesome-MIM

[Survey] Masked Modeling for Self-supervised Representation Learning on Vision and Beyond (https://arxiv.org/abs/2401.00897)

Language: Python - Size: 6.7 MB - Last synced at: 28 days ago - Pushed at: about 2 months ago - Stars: 331 - Forks: 16

zahramh99/simclr-cifar10

A PyTorch implementation of SimCLR (contrastive self-supervised learning) for CIFAR-10. This project learns visual representations without labels, then evaluates features through linear probing. Includes training scripts, model evaluation, and visualization tools for computer vision research.

Language: Python - Size: 5.86 KB - Last synced at: 3 days ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

DeepGraphLearning/graphvite

GraphVite: A General and High-performance Graph Embedding System

Language: C++ - Size: 5.4 MB - Last synced at: 30 days ago - Pushed at: about 1 year ago - Stars: 1,252 - Forks: 154

zamanzadeh/DACAD

Domain Adaptation Contrastive learning model for Anomaly Detection in multivariate time series (DACAD), combining UDA with contrastive learning. DACAD utilizes an anomaly injection mechanism that enhances generalization across unseen anomalous classes, improving adaptability and robustness.

Language: Python - Size: 387 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 14 - Forks: 0