GitHub topics: representation-learning

Repositories

aptx1231/Awesome-Spatio-Temporal-Representation-Learning

Summary of Spatio-Temporal Representation Learning Models.

Size: 4.88 KB - Last synced at: 12 days ago - Pushed at: over 2 years ago - Stars: 73 - Forks: 7

OFA-Sys/ONE-PEACE

A general representation model across vision, audio, language modalities. Paper: ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities

Language: Python - Size: 29.9 MB - Last synced at: 26 days ago - Pushed at: 9 months ago - Stars: 1,038 - Forks: 70

PaddlePaddle/PaddleHelix

Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集

Language: Python - Size: 131 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 1,064 - Forks: 229

eora-ai/torchok

Production-oriented Computer Vision models training pipeline for common tasks: classification, segmentation, detection and representation🥤

Language: Python - Size: 56.1 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 55 - Forks: 6

YNU-NakataLab/Beta4-UCS

Adapting Rule Representation With Four-Parameter Beta Distributions for Learning Classifier Systems

Language: Julia - Size: 4.41 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

bshall/hubert

HuBERT content encoders for: A Comparison of Discrete and Soft Speech Units for Improved Voice Conversion

Language: Python - Size: 457 KB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 360 - Forks: 56

gmgeorg/pypsps

Predictive State Propensity Subclassification (PSPS): A causal deep learning algoritm in TensorFlow keras

Language: Jupyter Notebook - Size: 6.53 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 18 - Forks: 1

orlitany/orlitany.github.io

Language: TeX - Size: 59.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 1

Rayhane-mamah/Efficient-VDVAE

Official Pytorch and JAX implementation of "Efficient-VDVAE: Less is more"

Language: Python - Size: 5.26 MB - Last synced at: 2 days ago - Pushed at: almost 3 years ago - Stars: 196 - Forks: 26

baaivision/tokenize-anything

[ECCV 2024] Tokenize Anything via Prompting

Language: Jupyter Notebook - Size: 6.72 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 582 - Forks: 23

cwx-worst-one/EAT

[IJCAI 2024] EAT: Self-Supervised Pre-Training with Efficient Audio Transformer

Language: Python - Size: 6.51 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 153 - Forks: 8

🧶 Modular VAE disentanglement framework for python built with PyTorch Lightning ▸ Including metrics and datasets ▸ With strongly supervised, weakly supervised and unsupervised methods ▸ Easily configured and run with Hydra config ▸ Inspired by disentanglement_lib

Language: Python - Size: 18.8 MB - Last synced at: 29 days ago - Pushed at: over 2 years ago - Stars: 126 - Forks: 17

araffin/robotics-rl-srl 📦

S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics

Language: Python - Size: 7.78 MB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 633 - Forks: 91

AndrewAtanov/simclr-pytorch

PyTorch implementation of SimCLR: supports multi-GPU training and closely reproduces results

Language: Jupyter Notebook - Size: 1.76 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 205 - Forks: 40

giuliofantuzzi/ies2025

Code to replicate the experiments from the short paper "Towards Smarter Player Scouting: Learning Football Player Embeddings with Variational Autoencoders (VAEs)", by Giulio Fantuzzi, Leonardo Egidi and Nicola Torelli, submitted to IES 2025.

Language: Jupyter Notebook - Size: 3.99 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

LehengTHU/AlphaRec

[ICLR 2025 Oral 🏆] The implementation of paper "Language Representations Can be What Recommenders Need: Findings and Potentials"

Language: Python - Size: 3.64 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 75 - Forks: 3

YannDubs/disentangling-vae

Experiments for understanding disentanglement in VAE latent representations

Language: Python - Size: 222 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 816 - Forks: 145

wvangansbeke/Unsupervised-Classification

SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

Language: Python - Size: 13.1 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 1,424 - Forks: 271

filipbasara0/simple-clip

A minimal, but effective implementation of CLIP (Contrastive Language-Image Pretraining) in PyTorch

Language: Jupyter Notebook - Size: 83 KB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 31 - Forks: 5

salesforce/ALBEF 📦

Code for ALBEF: a new vision-language pre-training method

Language: Python - Size: 69.9 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 1,652 - Forks: 206

databio/geniml

Genomic interval machine learning

Language: Python - Size: 11.4 MB - Last synced at: 18 days ago - Pushed at: about 2 months ago - Stars: 18 - Forks: 2

microsoft/COCO-LM

[NeurIPS 2021] COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining

Language: Python - Size: 4.1 MB - Last synced at: 5 days ago - Pushed at: almost 2 years ago - Stars: 117 - Forks: 13

mims-harvard/Clinical-knowledge-embeddings

ClinVec: Unified Embeddings of Clinical Codes Enable Knowledge-Grounded AI in Medicine

Language: Jupyter Notebook - Size: 17.5 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 57 - Forks: 6

wuxiyang1996/iPLAN

iPLAN: Intent-Aware Planning in Heterogeneous Traffic via Distributed Multi-Agent Reinforcement Learning

Language: Jupyter Notebook - Size: 64.9 MB - Last synced at: 16 days ago - Pushed at: 4 months ago - Stars: 39 - Forks: 3

vishalned/MMEarth-data

This repository contains code to download data for the preprint "MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning"

Language: Python - Size: 114 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 65 - Forks: 4

ai4biomedicine/surgVAE

JAMIA: A Novel Generative Multi-Task Representation Learning Approach for Predicting Postoperative Complications in Cardiac Surgery Patients

Language: Python - Size: 113 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 0

westlake-repl/SaProt

Saprot: Protein Language Model with Structural Alphabet (AA+3Di)

Language: Python - Size: 2.45 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 445 - Forks: 43

THUDM/GATNE

Source code and dataset for KDD 2019 paper "Representation Learning for Attributed Multiplex Heterogeneous Network"

Language: Python - Size: 9.31 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 531 - Forks: 143

zubair-irshad/NeRF-MAE

[ECCV 2024] Pytorch code for our ECCV'24 paper NeRF-MAE: Masked AutoEncoders for Self-Supervised 3D Representation Learning for Neural Radiance Fields

Language: Python - Size: 4.47 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 101 - Forks: 4

soham97/awesome-sound_event_detection

Reading list for research topics in Sound AI

Size: 145 KB - Last synced at: about 2 months ago - Pushed at: 11 months ago - Stars: 180 - Forks: 8

pliang279/MultiBench

[NeurIPS 2021] Multiscale Benchmarks for Multimodal Representation Learning

Language: HTML - Size: 49.9 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 541 - Forks: 80

wvangansbeke/Self-Supervised-Learning-Overview

📜 Self-Supervised Learning from Images: Up-to-date reading list.

Size: 69.3 KB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 200 - Forks: 24

ryanchankh/mcr2

Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)

Language: Python - Size: 624 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 198 - Forks: 44

wvangansbeke/Unsupervised-Semantic-Segmentation

Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]

Language: Python - Size: 1.79 MB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 412 - Forks: 55

justchenhao/SaDL_CD

Semantic-Aware Dense Representation Learning for Remote Sensing Image Change Detection

Language: Python - Size: 1.96 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 36 - Forks: 2

shengchaochen82/Awesome-Foundation-Models-for-Weather-and-Climate

A comprehesive survey about foundation models for weather and cliamte data understanding.

Size: 374 KB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 225 - Forks: 31

KaiyangZhou/mixstyle-release

Domain Generalization with MixStyle (ICLR'21)

Language: Python - Size: 34.9 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 297 - Forks: 41

salesforce/PCL 📦

PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"

Language: Python - Size: 179 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 586 - Forks: 83

Duplums/CoMM

[ICLR 2025] Multi-modal representation learning of shared, unique and synergistic features between modalities

Language: Python - Size: 2.94 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 11 - Forks: 4

ysbsb/awesome-gan-papers

A curated list of GAN basics for tutorial, metrics and recent GAN papers (NIPS/CVPR/ICML)

Size: 6.84 KB - Last synced at: 10 days ago - Pushed at: over 4 years ago - Stars: 36 - Forks: 5

ParitoshParmar/MTL-AQA

What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment [CVPR 2019]

Language: Python - Size: 27.7 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 68 - Forks: 15

Malitha123/awesome-video-self-supervised-learning

A curated list of awesome self-supervised learning methods in videos

Size: 3.84 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 138 - Forks: 4

AstraZeneca/SubTab

The official implementation of the paper, "SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning"

Language: Python - Size: 42.6 MB - Last synced at: 26 days ago - Pushed at: almost 3 years ago - Stars: 144 - Forks: 19

nju-websoft/muKG

μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications, ISWC 2022

Language: Python - Size: 495 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 109 - Forks: 12

camilobetanieto/DeepBeliefNetwork

Analysis and implementation of a Deep Belief Network using the Fashion-MNIST dataset.

Language: Jupyter Notebook - Size: 4.51 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

viktor-shcherb/vive_la_ner

The default way to fine-tune BERT is wrong. Here is why

Language: Jupyter Notebook - Size: 107 KB - Last synced at: 5 days ago - Pushed at: 7 months ago - Stars: 4 - Forks: 0

lv416e/archetypax

ArchetypAX: Hardware-accelerated Archetypal Analysis implementation using JAX

Language: Python - Size: 520 KB - Last synced at: 22 days ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

MIDA-group/CoMIR_INSPIRE

Framework for Multimodal Deformable Image Registration. Coordinated equivariant representation learning (CoMIR) combined with robust deformable registration by INSPIRE.

Language: Python - Size: 9.9 MB - Last synced at: 4 days ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 1

salesforce/MoPro 📦

MoPro: Webly Supervised Learning

Language: Python - Size: 603 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 87 - Forks: 8

salesforce/CoMatch 📦

Code for CoMatch: Semi-supervised Learning with Contrastive Graph Regularization

Language: Python - Size: 452 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 127 - Forks: 24

salesforce/ALPRO 📦

Align and Prompt: Video-and-Language Pre-training with Entity Prompts

Language: Python - Size: 311 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 187 - Forks: 17

yueliu1999/DCRN

[AAAI 2022] An official source code for paper Deep Graph Clustering via Dual Correlation Reduction.

Language: Python - Size: 10.3 MB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 196 - Forks: 28

mims-harvard/Raindrop

Graph Neural Networks for Irregular Time Series

Language: Python - Size: 25.1 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 194 - Forks: 43

chihming/awesome-network-embedding

A curated list of network embedding techniques.

Size: 885 KB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 2,607 - Forks: 504

asheeshcric/awesome-contrastive-self-supervised-learning

A comprehensive list of awesome contrastive self-supervised learning papers.

Size: 96.7 KB - Last synced at: about 2 months ago - Pushed at: 10 months ago - Stars: 1,268 - Forks: 126

GabrieleLozupone/LDAE

Official PyTorch implementation of "Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical Imaging". LDAE is a novel unsupervised framework for 3D medical imaging that combines a latent diffusion model with semantic controls.

Language: Jupyter Notebook - Size: 6.82 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 6 - Forks: 0

yukimasano/self-label

Self-labelling via simultaneous clustering and representation learning. (ICLR 2020)

Language: Python - Size: 91.8 KB - Last synced at: about 2 months ago - Pushed at: 11 months ago - Stars: 541 - Forks: 53

hank110/bagofconcepts

Python implementation of bag-of-concepts

Language: Python - Size: 5.34 MB - Last synced at: 30 days ago - Pushed at: about 3 years ago - Stars: 20 - Forks: 1

vintasoftware/entity-embed

PyTorch library for transforming entities like companies, products, etc. into vectors to support scalable Record Linkage / Entity Resolution using Approximate Nearest Neighbors.

Language: Jupyter Notebook - Size: 11.4 MB - Last synced at: 29 days ago - Pushed at: over 2 years ago - Stars: 153 - Forks: 16

xvjiarui/VFS

Rethinking Self-Supervised Correspondence Learning: A Video Frame-level Similarity Perspective, in ICCV 2021 (Oral)

Language: Python - Size: 136 MB - Last synced at: 1 day ago - Pushed at: over 3 years ago - Stars: 146 - Forks: 11

liuxingbin/dbot

[ICLR2024] Exploring Target Representations for Masked Autoencoders

Language: Python - Size: 2.13 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 55 - Forks: 8

snap-stanford/ViRel

ViRel: Unsupervised Visual Relations Discovery with Graph-level Analogy

Language: Python - Size: 729 KB - Last synced at: 16 days ago - Pushed at: 11 months ago - Stars: 10 - Forks: 5

kaiwenzha/Rank-N-Contrast

[NeurIPS 2023, Spotlight] Rank-N-Contrast: Learning Continuous Representations for Regression

Language: Python - Size: 4.07 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 111 - Forks: 10

wuji3/Doraemon

A powerful baseline for image classification, face recognition and image retrieval with Pytorch

Language: Python - Size: 11.7 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 572 - Forks: 57

gabmoreira/subspaces

Code for the paper Learning Visual-Semantic Subspace Representations

Language: Python - Size: 1.6 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 1

azad6629/mlvicx

Official implementation of MLVICX, a novel self-supervised learning approach for chest X-ray representation learning. This method captures rich embeddings through multi-level variance and covariance exploration, preserving both fine-grained details and broader contextual information.

Language: Python - Size: 1.08 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 1

neel-dey/anatomix

[ICLR 2025] Learning General-purpose Biomedical Volume Representations using Randomized Synthesis

Language: Python - Size: 47 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 52 - Forks: 1

mims-harvard/AIM2

Artificial Intelligence in Medicine II

Language: HTML - Size: 341 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 3 - Forks: 0

SaniyaAbushakimova/Self-Supervised-Learning-CIFAR10

Self-supervised learning pipeline using PyTorch to pretrain ResNet18 and EfficientNetV2-L on a rotation prediction task (RotNet) with CIFAR-10. Demonstrates how semantic features can be learned without labels and effectively transferred to supervised classification tasks. Tech: Python (pytorch, numpy, matplotlib)

Language: Jupyter Notebook - Size: 1.09 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

bioinfodlsu/PHIStruct

Published in Bioinformatics. Phage-host interaction prediction tool that incorporates protein structure information in representing receptor-binding proteins (RBPs). It improves performance especially for phages with RBPs that have low sequence similarity to those of known phages

Language: Jupyter Notebook - Size: 15.7 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 4 - Forks: 0