An open API service indexing awesome lists of open source software.

Representation learning

Representation learning is a set of techniques in machine learning that automatically discover compact and meaningful features from raw data. It underpins modern advances in natural language processing, computer vision, and speech recognition.

https://github.com/nmichlo/disent

🧶 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

autoencoders configurable datasets disentangled-representations disentanglement metric-learning metrics python python3 pytorch pytorch-lightning representation-learning vae

Last synced: 09 Oct 2025

https://github.com/qizekun/ReCon

[ICML 2023] Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining

3d-point-clouds multi-modal-learning representation-learning self-supervised-learning

Last synced: 20 Mar 2025

https://github.com/salesforce/comatch

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

contrastive-learning representation-learning self-supervised-learning semi-supervised-learning

Last synced: 15 Apr 2025

https://github.com/salesforce/CoMatch

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

contrastive-learning representation-learning self-supervised-learning semi-supervised-learning

Last synced: 08 May 2025

https://github.com/qizekun/ShapeLLM

[ECCV 2024] ShapeLLM: Universal 3D Object Understanding for Embodied Interaction

3d-point-clouds large-language-models representation-learning

Last synced: 29 Sep 2025

https://github.com/siavashshams/ssamba

[SLT'24] The official implementation of SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model

audio audio-classification deep-learning emotion-recognition keyword-spotting mamba representation-learning self-supervised-learning speaker-identification state-space-model

Last synced: 06 Apr 2025

https://github.com/J-SNACKKB/FLIP

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

protein protein-design protein-fitness-prediction protein-function-prediction protein-sequences representation-learning

Last synced: 07 Apr 2026

https://github.com/raoyongming/PointGLR

[CVPR 2020] Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds

3d-point-clouds computer-vision deep-learning metric-learning representation-learning unsupervised-learning

Last synced: 20 Mar 2025

https://github.com/visresearch/patchmix

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

cifar contrastive-learning imagenet representation-learning self-supervised-learning transfer-learning unsupervised-learning vision-transformer

Last synced: 04 Apr 2026

https://github.com/nju-websoft/muKG

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

deep-learning entity-alignment entity-typing link-prediction multi-source-knowledge-graphs pytorch representation-learning

Last synced: 08 May 2025

https://github.com/aim-harvard/foundation-cancer-image-biomarker

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

cancer-imaging-research foundation-models medical-imaging representation-learning simclr

Last synced: 13 Apr 2025

https://github.com/kingfengji/mgbdt

This is the official clone for the implementation of the NIPS18 paper Multi-Layered Gradient Boosting Decision Trees (mGBDT) .

gbdt gradient-boosting-decision-trees mgbdt representation-learning target-propagation

Last synced: 26 Mar 2025

https://github.com/bshall/acoustic-model

Acoustic models for: A Comparison of Discrete and Soft Speech Units for Improved Voice Conversion

pytorch representation-learning speech voice-conversion

Last synced: 26 Aug 2025

https://github.com/kingfengji/mGBDT

This is the official clone for the implementation of the NIPS18 paper Multi-Layered Gradient Boosting Decision Trees (mGBDT) .

gbdt gradient-boosting-decision-trees mgbdt representation-learning target-propagation

Last synced: 27 Mar 2025

https://github.com/kaistmm/Audio-Mamba-AuM

Official Implementation of the work "Audio Mamba: Bidirectional State Space Model for Audio Representation Learning"

audio audio-classification audio-mamba deep-learning mamba pytorch representation-learning speaker-identification speech-classification state-space-model

Last synced: 04 Aug 2025

https://github.com/tbepler/prose

Multi-task and masked language model-based protein sequence embedding models.

deep-learning language-model protein-embedding protein-sequences representation-learning sequence-embedding

Last synced: 11 Sep 2025

https://github.com/RunpeiDong/ACT

[ICLR 2023] Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning?

3d-point-clouds cross-modal-learning representation-learning self-supervised-learning

Last synced: 20 Mar 2025

https://github.com/florentf9/desom

:globe_with_meridians: Deep Embedded Self-Organizing Map: Joint Representation Learning and Self-Organization

autoencoder clustering deep-learning keras kohonen-map representation-learning self-organizing-map som visualization

Last synced: 10 Apr 2025

https://github.com/kaiwenzha/Rank-N-Contrast

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

continuity contrastive-learning neurips neurips-2023 ranking-algorithms regression representation-learning

Last synced: 06 May 2025

https://github.com/GemsLab/REGAL

Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

graph-matching matrix-factorization network-alignment network-embedding node-embedding representation-learning scalability

Last synced: 17 Apr 2025

https://github.com/ayulockin/swav-tf

TensorFlow implementation of "Unsupervised Learning of Visual Features by Contrasting Cluster Assignments".

augmentation contrastive-learning keras representation-learning self-supervised-learning tensorflow tensorflow2

Last synced: 19 Oct 2025

https://github.com/hongyehu/RG-Flow

This is project page for the paper "RG-Flow: a hierarchical and explainable flow model based on renormalization group and sparse prior". Paper link: https://arxiv.org/abs/2010.00029

computer-vision generative-model hierarchical-models normalizing-flow renormalization-group representation-learning sparse-coding

Last synced: 15 Jul 2025

https://github.com/vt-vl-lab/sdn

[NeurIPS 2019] Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition

action-recognition activity-recognition debiasisng representation-learning video-understanding

Last synced: 11 Aug 2025

https://github.com/ehsanik/dogtorch

Who Let The Dogs Out? Modeling Dog Behavior From Visual Data https://arxiv.org/pdf/1803.10827.pdf

computer-vision dog dog-movements ego-centric-videos imitation-learning modeling-dog recurrent-neural-networks representation-learning

Last synced: 14 Oct 2025

https://github.com/FingerRec/Self-Supervised-Temporal-Discriminative-Representation-Learning-for-Video-Action-Recognition

[Arxiv2020] The code for our paper 《Self-Supervised Temporal-Discriminative Representation Learning for Video Action Recognition》 https://arxiv.org/abs/2008.02129

representation-learning self-supervised-learning unsupervised video-action-recognition

Last synced: 26 Apr 2025

https://github.com/Tixierae/graph_2D_CNN

Code and data for the paper 'Classifying Graphs as Images with Convolutional Neural Networks' (new title: 'Graph Classification with 2D Convolutional Neural Networks')

2d-cnn artificial-intelligence classification convolutional-neural-networks deep-learning embeddings graph-2d-cnn graph-kernels graph-theory keras neural-networks representation-learning tensorflow

Last synced: 20 Mar 2025

https://github.com/ehsanik/dogTorch

Who Let The Dogs Out? Modeling Dog Behavior From Visual Data https://arxiv.org/pdf/1803.10827.pdf

computer-vision dog dog-movements ego-centric-videos imitation-learning modeling-dog recurrent-neural-networks representation-learning

Last synced: 18 Mar 2025

https://github.com/sayakpaul/robustness-foundation-models

This repository holds code and other relevant files for the NeurIPS 2022 tutorial: Foundational Robustness of Foundation Models.

foundation-models representation-learning robustness

Last synced: 30 Apr 2025

https://github.com/1adrianb/unsupervised-face-representation

Implementation for Pre-training strategies and datasets for facial representation learning, ECCV 2022

emotion-recognition face-alignment face-recognition face-representation-learning pytorch representation-learning unsupervised-learning

Last synced: 08 Oct 2025

https://github.com/johnarevalo/gmu-mmimdb

Source code for training Gated Multimodal Units on MM-IMDb dataset

multimodal-learning representation-learning

Last synced: 04 Sep 2025

https://github.com/pliang279/factorized

[ICLR 2019] Learning Factorized Multimodal Representations

machine-learning multimodal-learning representation-learning

Last synced: 05 May 2025

https://github.com/pliang279/sent_debias

[ACL 2020] Towards Debiasing Sentence Representations

fairness-ai machine-learning natural-language-processing representation-learning

Last synced: 03 Mar 2026

https://github.com/jason718/game-feature-learning

Code for paper "Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery", Ren et al., CVPR'18

computer-vision deep-learning domain-adaptation representation-learning self-supervised synthetic-data

Last synced: 10 Jul 2025

https://github.com/ioangatop/srvae

VAE with RealNVP prior and Super-Resolution VAE in PyTorch. Code release for https://arxiv.org/abs/2006.05218.

cifar-10 cifar10 generative-model python3 pytorch representation-learning super-resolution unsupervised-learning unsupervised-machine-learning vae vae-pytorch variational-autoencoder

Last synced: 24 Dec 2025

https://github.com/prinsphield/dna-gan

DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images

disentangled-representations generative-adversarial-network image-manipulation multi-attribute representation-learning

Last synced: 30 Apr 2025

https://github.com/moskomule/anatome

Ἀνατομή is a PyTorch library to analyze representation of neural networks

neural-networks pytorch pytorch-library representation-learning

Last synced: 14 Apr 2025

https://github.com/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.

invariance latent-communication relative-representation representation-learning stitching zero-shot

Last synced: 26 Jul 2025

https://github.com/nianticlabs/image-box-overlap

[ECCV 2020] Training neural networks to predict visual overlap of images, through interpretable non-metric box embeddings

deep-learning deeplearning embedding metric-learning non-metric nonmetric representation-learning surface-overlap visual-overlap

Last synced: 14 Apr 2025

https://github.com/real-stanford/dsr

[CoRL 2020] Learning 3D Dynamic Scene Representations for Robot Manipulation

predictive-modeling representation-learning robotics

Last synced: 05 May 2025

https://github.com/eora-ai/torchok

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

computer-vision deep-learning image-classification image-retrieval image-segmentation representation-learning

Last synced: 08 May 2025

https://github.com/csiro-robotics/TCE

This repository contains the code implementation used in the paper Temporally Coherent Embeddings for Self-Supervised Video Representation Learning (TCE).

action-recognition computer-vision contrastive-learning contrastive-loss deep-learning embeddings hmdb51 kinetics-datasets metric-learning pytorch representation-learning self-supervised-learning tsne-visualisations ucf-101

Last synced: 26 Apr 2025

https://github.com/konst-int-i/healnet

Multimodal fusion for heterogeneous biomedical data. NeurIPS 2024.

computational-pathology machine-learning multimodal representation-learning

Last synced: 10 Apr 2025

https://github.com/benedekrozemberczki/feather

The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".

data-mining deep-learning deep-neural-networks deepwalk graph graph-classification graph-convolution graph-embedding graph-kernel graph2vec machine-learning network-embedding networkx neural-network node-classification node-embedding node2vec pytorch representation-learning tensorflow

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/FEATHER

The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".

data-mining deep-learning deep-neural-networks deepwalk graph graph-classification graph-convolution graph-embedding graph-kernel graph2vec machine-learning network-embedding networkx neural-network node-classification node-embedding node2vec pytorch representation-learning tensorflow

Last synced: 17 Apr 2025

https://github.com/imkett/ctg-latentaes

[Paperlist] Awesome paper list of controllable text generation via latent auto-encoders. Contributions of any kind are welcome.

autoencoders controllable-generation generative-model latent-variable-models natural-language-processing paperlist representation-learning text-generation vae variational-autoencoder

Last synced: 04 Jan 2026

https://github.com/sayakpaul/paws-tf

Minimal implementation of PAWS (https://arxiv.org/abs/2104.13963) in TensorFlow.

keras multi-crop representation-learning semi-supervised-learning soft-similarity tensorflow vision

Last synced: 07 Jul 2025

https://github.com/Mattdl/ContinualPrototypeEvolution

Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastreams. Includes implementation of the Pseudo-Prototypical Proxy (PPP) loss.

computer-vision continual-learning datastreaming deep-learning online-learning prototypes representation-learning

Last synced: 08 May 2025

https://github.com/mattdl/continualprototypeevolution

Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastreams. Includes implementation of the Pseudo-Prototypical Proxy (PPP) loss.

computer-vision continual-learning datastreaming deep-learning online-learning prototypes representation-learning

Last synced: 15 Jul 2025

https://github.com/alisonbma/aisfx

Representation Learning for the Automatic Indexing of Sound Effects Libraries (ISMIR 2022): Deep audio embeddings pre-trained on UCS & Non-UCS-compliant datasets.

deep-learning embedding-models machine-learning music-information-retrieval representation-learning sound-effects-library universal-category-system

Last synced: 10 Sep 2025

https://github.com/elijahcole/sinr

Spatial Implicit Neural Representations for Global-Scale Species Mapping - ICML 2023

deep-learning geospatial implicit-neural-representation representation-learning species-distribution-modeling

Last synced: 22 Aug 2025

https://github.com/sayakpaul/barlow-twins-tf

TensorFlow implementation of Barlow Twins (https://arxiv.org/abs/2103.03230).

computer-vision information-bottleneck-theory representation-learning self-supervised-learning tensorflow2

Last synced: 30 Apr 2025

https://github.com/yanndubs/invariant-self-supervised-learning

Pytorch code for "Improving Self-Supervised Learning by Characterizing Idealized Representations"

machine-learning python pytorch representation-learning self-supervised-learning

Last synced: 22 Mar 2025

https://github.com/yujun-shi/fedcls

[ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)

federated-learning federated-learning-framework iclr2023 representation-learning

Last synced: 10 Apr 2025

https://github.com/rahulvigneswaran/tailcalibx

Pytorch implementation of Feature Generation for Long-Tail Classification by Rahul Vigneswaran, Marc T Law, Vineeth N Balasubramaniam and Makarand Tapaswi

cifar100 computer-vision cvpr feature-generation iccv iclr icvgip-2021 iiith iith long-tail long-tail-datasets long-tailed-detection long-tailed-recognition longtail mini-imagenet nvidia python pytorch pytorch-implementation representation-learning

Last synced: 11 Oct 2025

https://github.com/by256/icsg3d

3-D Inorganic Crystal Structure Generation and Property Prediction via Representation Learning (JCIM 2020)

cheminformatics computational-chemistry computational-physics crystallography deep-learning representation-learning

Last synced: 30 Dec 2025

https://github.com/humancompatibleai/eirli

An Empirical Investigation of Representation Learning for Imitation (EIRLI), NeurIPS'21

imitation-learning machine-learning pytorch representation-learning self-supervised-learning

Last synced: 24 Jun 2025

https://github.com/justchenhao/SaDL_CD

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

change-detection pretraining representation-learning

Last synced: 11 May 2025

https://github.com/imkett/adavae

[Preprint] AdaVAE: Exploring Adaptive GPT-2s in VAEs for Language Modeling PyTorch Implementation

controllable-generation gpt-2 nlp parameter-efficient-tuning representation-learning text-classification text-generation vae variational-autoencoder

Last synced: 13 Apr 2025

https://github.com/tlesort/state-representation-learning-an-overview

Simplified version of "State Representation Learning for Control: An Overview" bibliography

deep-learning reinforcement-learning representation-learning state-representation-learning unsupervised-learning

Last synced: 07 Jun 2026

https://github.com/ehsanik/muscletorch

What Can You Learn from Your Muscles? Learning Visual Representation from Human Interactions (https://arxiv.org/pdf/2010.08539.pdf)

gaze-tracking human-activities imu-data representation-learning

Last synced: 14 Oct 2025

https://github.com/yuhui-zh15/drml

Official Code Release for "Diagnosing and Rectifying Vision Models using Language" (ICLR 2023)

computer-vision iclr2023 machine-learning multimodal-deep-learning natural-language-processing representation-learning

Last synced: 14 Apr 2025

https://github.com/qizekun/VPP

[NeurIPS 2023] VPP: Efficient Conditional 3D Generation via Voxel-Point Progressive Representation

3d 3d-generation 3d-point-clouds conditional-generation representation-learning

Last synced: 12 Oct 2025

https://github.com/gentaiscool/meta-emb

Multilingual Meta-Embeddings for Named Entity Recognition (RepL4NLP & EMNLP 2019)

code-switching deep-learning meta-embeddings multilingual ner representation-learning transformer

Last synced: 15 Apr 2025

https://github.com/sayakpaul/a-barebones-image-retrieval-system

This project presents a simple framework to retrieve images similar to a query image.

computer-vision deep-learning keras representation-learning tensorflow2

Last synced: 01 May 2025

https://github.com/zwwwayne/densesiam

[ECCV2022] Dense Siamese Network for Dense Unsupervised Learning

pytorch representation-learning unsupervised-learning unsupervised-semantic-segmentation

Last synced: 25 Jul 2025

https://github.com/filipbasara0/simple-clip

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

contrastive-learning deep-learning machine-learning multi-modal-learning pytorch representation-learning self-supervised-learning siglip zero-shot-classification

Last synced: 11 Apr 2025

https://github.com/chengtan9907/hyperspherical-consistency-regularization

The official implementation of the CVPR'2022 paper Hyperspherical Consistency Regularization.

deep-learning representation-learning

Last synced: 26 Mar 2025

https://github.com/sthalles/simclr-tensorflow

TensorFlow Implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

contrastive-learning contrastive-loss representation-learning self-supervised-learning simclr tensorflow unsupervised-learning

Last synced: 07 Apr 2025

https://github.com/leofansq/CBR

[IROS2023] Calibration-free BEV Representation for Infrastructure Perception

calibration-free camera-based-detection representation-learning roadside-perception

Last synced: 20 Mar 2025

https://github.com/bayer-science-for-a-better-life/neuraldecipher

Implementation of the paper "Neuraldecipher - Reverse-engineering extended-connectivity fingerprints (ECFPs) to their molecular structures" by Tuan Le, Robin Winter, Frank Noé and Djork-Arné Clevert

computational-chemistry deep-learning extended-connectivity-fingerprints representation-learning smiles

Last synced: 07 Apr 2026

https://github.com/boschresearch/rince

This is the code accompanying the AAAI 2022 paper "Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives" https://arxiv.org/abs/2201.11736 . The method allows you to use additional ranking information for representation learning.

classification contrastive-learning out-of-distribution-detection paper-resource representation-learning self-supervised-learning video-representation-learning

Last synced: 08 May 2025

https://github.com/weirayao/leap

LEAP is a tool for discovering latent temporal causal relations with gradient-based neural network.

causal-discovery nonlinear-ica representation-learning state-space-model

Last synced: 17 Sep 2025