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.
- GitHub: https://github.com/topics/representation-learning
- Wikipedia: https://en.wikipedia.org/wiki/Feature_learning
- Last updated: 2026-03-11 00:18:45 UTC
- JSON Representation
https://github.com/jindongwang/transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
deep-learning domain-adaptation domain-adaption domain-generalization few-shot few-shot-learning generalization machine-learning meta-learning paper papers representation-learning self-supervised-learning style-transfer survey theory transfer-learning transferlearning tutorial-code unsupervised-learning
Last synced: 20 Mar 2025
https://github.com/google-research/simclr
SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
computer-vision contrastive-learning representation-learning self-supervised-learning simclr simclrv2 unsupervised-learning
Last synced: 27 Sep 2025
https://github.com/baaivision/eva
EVA Series: Visual Representation Fantasies from BAAI
foundation-models representation-learning vision-transformer
Last synced: 15 May 2025
https://github.com/sthalles/simclr
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
contrastive-loss deep-learning machine-learning pytorch pytorch-implementation representation-learning simclr torchvision unsupervised-learning
Last synced: 15 May 2025
https://github.com/s3prl/s3prl
Self-Supervised Speech Pre-training and Representation Learning Toolkit
apc cpc data2vec decoar decoar2 distilhubert hubert mockingjay pase representation-learning self-supervised-learning speech-pretraining speech-representation tera unispeech-sat vq-apc vq-wav2vec wav2vec wav2vec2 wavlm
Last synced: 13 May 2025
https://github.com/github/CodeSearchNet
Datasets, tools, and benchmarks for representation learning of code.
bert cnn data data-science datasets deep-learning machine-learning machine-learning-on-source-code ml natural-language-processing neural-networks nlp nlp-machine-learning open-data programming-language-theory python representation-learning rnn self-attention tensorflow
Last synced: 13 Mar 2025
https://github.com/baaivision/EVA
EVA Series: Visual Representation Fantasies from BAAI
foundation-models representation-learning vision-transformer
Last synced: 20 Mar 2025
https://github.com/github/codesearchnet
Datasets, tools, and benchmarks for representation learning of code.
bert cnn data data-science datasets deep-learning machine-learning machine-learning-on-source-code ml natural-language-processing neural-networks nlp nlp-machine-learning open-data programming-language-theory python representation-learning rnn self-attention tensorflow
Last synced: 29 Sep 2025
https://github.com/accenture/ampligraph
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
graph-embeddings graph-representation-learning knowledge-graph knowledge-graph-embeddings machine-learning relational-learning representation-learning
Last synced: 13 May 2025
https://github.com/Accenture/AmpliGraph
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
graph-embeddings graph-representation-learning knowledge-graph knowledge-graph-embeddings machine-learning relational-learning representation-learning
Last synced: 03 Apr 2025
https://github.com/microsoft/deberta
The implementation of DeBERTa
bert deeplearning language-model natural-language-understanding representation-learning roberta self-attention transformer-encoder
Last synced: 14 May 2025
https://github.com/microsoft/DeBERTa
The implementation of DeBERTa
bert deeplearning language-model natural-language-understanding representation-learning roberta self-attention transformer-encoder
Last synced: 18 Apr 2025
https://github.com/cambrian-mllm/cambrian
Cambrian-1 is a family of multimodal LLMs with a vision-centric design.
chatbot clip computer-vision dino instruction-tuning large-language-models llms mllm multimodal-large-language-models representation-learning
Last synced: 14 May 2025
https://github.com/salesforce/albef
Code for ALBEF: a new vision-language pre-training method
contrastive-learning image-text representation-learning vision-and-language weakly-supervised-learning
Last synced: 08 Apr 2025
https://github.com/wvangansbeke/unsupervised-classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
clustering contrastive-learning eccv-2020 eccv2020 image-classification moco representation-learning self-supervised-learning simclr unsupervised-learning
Last synced: 01 Apr 2025
https://github.com/wvangansbeke/Unsupervised-Classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
clustering contrastive-learning eccv-2020 eccv2020 image-classification moco representation-learning self-supervised-learning simclr unsupervised-learning
Last synced: 26 Mar 2025
https://github.com/DeepGraphLearning/graphvite
GraphVite: A General and High-performance Graph Embedding System
cuda data-visualization gpu knowledge-graph machine-learning network-embedding representation-learning
Last synced: 13 Apr 2025
https://github.com/deepgraphlearning/graphvite
GraphVite: A General and High-performance Graph Embedding System
cuda data-visualization gpu knowledge-graph machine-learning network-embedding representation-learning
Last synced: 16 May 2025
https://github.com/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 🖼️ & 🖋️
bert clip clustering contrastive-learning cross-attention huggingface-transformers image-search language-vision llava multi-lingual multimodal neural-network openai openclip pretrained-models pytorch representation-learning semantic-search transformer vector-search
Last synced: 14 May 2025
https://github.com/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
biocomputing ddi deeplearning dti graph-networks machine-learning molecule-design ppi protein-design protein-docking protein-folding protein-structure-prediction representation-learning rna-structure-prediction self-supervised-learning
Last synced: 16 May 2025
https://github.com/OFA-Sys/ONE-PEACE
A general representation model across vision, audio, language modalities. Paper: ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities
audio-language contrastive-loss foundation-models multimodal representation-learning vision-and-language vision-language vision-transformer
Last synced: 22 Jul 2025
https://github.com/ofa-sys/one-peace
A general representation model across vision, audio, language modalities. Paper: ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities
audio-language contrastive-loss foundation-models multimodal representation-learning vision-and-language vision-language vision-transformer
Last synced: 13 May 2025
https://github.com/LibCity/Bigscity-LibCity
LibCity: An Open Library for Urban Spatial-temporal Data Mining
deep-learning estimated-time-of-arrival eta libcity map-matching od-matrix on-demand-service pytorch-implementation representation-learning spatio-temporal spatio-temporal-prediction time-series-prediction toolkit traffic traffic-accident-prediction traffic-flow-prediction traffic-forecasting traffic-prediction traffic-speed-prediction trajectory-prediction
Last synced: 21 Jul 2025
https://github.com/oml-team/open-metric-learning
Metric learning and retrieval pipelines, models and zoo.
computer-vision data-science deep-learning hacktoberfest hacktoberfest-2023 hacktoberfest2023 metric-learning pytorch pytorch-lightning representation-learning similarity-learning
Last synced: 14 Apr 2025
https://github.com/InternRobotics/PointLLM
[ECCV 2024 Best Paper Candidate & TPAMI 2025] PointLLM: Empowering Large Language Models to Understand Point Clouds
3d chatbot foundation-models gpt-4 large-language-models llama multimodal objaverse point-cloud pointllm representation-learning vision-and-language
Last synced: 20 Aug 2025
https://github.com/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
biocomputing ddi deeplearning dti graph-networks machine-learning molecule-design ppi protein-design protein-docking protein-folding protein-structure-prediction representation-learning rna-structure-prediction self-supervised-learning
Last synced: 09 May 2025
https://github.com/yanndubs/disentangling-vae
Experiments for understanding disentanglement in VAE latent representations
beta-tcvae beta-vae celeba chairs-dataset deep-learning disentangled-representations disentanglement dsprites factor-vae fashion-mnist mnist pytorch representation-learning reproducible-research unsupervised-learning vae variational-autoencoder
Last synced: 12 Apr 2025
https://github.com/spijkervet/simclr
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.
contrastive-learning pytorch representation-learning simclr unsupervised-learning
Last synced: 15 May 2025
https://github.com/Spijkervet/SimCLR
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.
contrastive-learning pytorch representation-learning simclr unsupervised-learning
Last synced: 05 Apr 2025
https://github.com/mrgiovanni/modelsgenesis
[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis
3d-model fine-tuning foundation-models pre-trained-model representation-learning self-supervised-learning transfer-learning
Last synced: 15 May 2025
https://github.com/zhirongw/lemniscate.pytorch
Unsupervised Feature Learning via Non-parametric Instance Discrimination
computer-vision cvpr2018 deep-learning imagenet nce pytorch representation-learning self-supervised-learning unsupervised-learning
Last synced: 16 Nov 2025
https://github.com/jackroos/VL-BERT
Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".
bert iclr2020 pre-training pytorch representation-learning self-supervised-learning vision-and-language vl-bert
Last synced: 02 Apr 2025
https://github.com/OpenRobotLab/PointLLM
[ECCV 2024 Best Paper Candidate] PointLLM: Empowering Large Language Models to Understand Point Clouds
3d chatbot foundation-models gpt-4 large-language-models llama multimodal objaverse point-cloud pointllm representation-learning vision-and-language
Last synced: 20 Mar 2025
https://github.com/jvpoulos/causal-ml
Must-read papers and resources related to causal inference and machine (deep) learning
causal-discovery causal-inference causal-learning causal-models counterfactual counterfactual-learning deep-learning estimating-treatment-effects heterogeneous-treatment-effects machine-learning paper-list randomized-controlled-trials representation-learning treatment-effects
Last synced: 29 Mar 2025
https://github.com/araffin/robotics-rl-srl
S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics
arm baselines baxter-robot gym kuka pybullet pytorch reinforcement-learning representation-learning robotics state
Last synced: 04 Apr 2025
https://github.com/Sujit-O/pykg2vec
Python library for knowledge graph embedding and representation learning.
embedding-models embedding-python knowledge-graph representation-learning
Last synced: 29 Apr 2025
https://github.com/sujit-o/pykg2vec
Python library for knowledge graph embedding and representation learning.
embedding-models embedding-python knowledge-graph representation-learning
Last synced: 09 Apr 2025
https://github.com/salesforce/pcl
PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"
contrastive-learning pre-trained-model representation-learning self-supervised-learning unsupervsied-learning
Last synced: 05 Apr 2025
https://github.com/salesforce/PCL
PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"
contrastive-learning pre-trained-model representation-learning self-supervised-learning unsupervsied-learning
Last synced: 08 May 2025
https://github.com/baaivision/tokenize-anything
[ECCV 2024] Tokenize Anything via Prompting
foundation-models multimodal promptable representation-learning
Last synced: 15 May 2025
https://github.com/ryanzhumich/Contrastive-Learning-NLP-Papers
Paper List for Contrastive Learning for Natural Language Processing
contrastive-learning machine-learning metric-learning natural-language-processing representation-learning
Last synced: 09 May 2025
https://github.com/thudm/gatne
Source code and dataset for KDD 2019 paper "Representation Learning for Attributed Multiplex Heterogeneous Network"
attributed-networks heterogeneous-network multiplex-networks network-embedding representation-learning
Last synced: 05 Apr 2025
https://github.com/yukimasano/self-label
Self-labelling via simultaneous clustering and representation learning. (ICLR 2020)
clustering iclr2020 representation-learning resnet resnet-v2 self-supervised-learning
Last synced: 08 May 2025
https://github.com/pliang279/MultiBench
[NeurIPS 2021] Multiscale Benchmarks for Multimodal Representation Learning
computer-vision deep-learning healthcare machine-learning multimodal-learning natural-language-processing representation-learning robotics speech-processing
Last synced: 08 May 2025
https://github.com/pliang279/multibench
[NeurIPS 2021] Multiscale Benchmarks for Multimodal Representation Learning
computer-vision deep-learning healthcare machine-learning multimodal-learning natural-language-processing representation-learning robotics speech-processing
Last synced: 02 Mar 2025
https://github.com/sthalles/pytorch-byol
PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning
byol deep-learning pytorch representation-learning self-supervised-learning simclr unsupervised-learning
Last synced: 05 Apr 2025
https://github.com/mims-harvard/decagon
Graph convolutional neural network for multirelational link prediction
deep-learning embeddings graph-convolutional-networks graph-neural-networks pharmacology representation-learning
Last synced: 10 Oct 2025
https://github.com/Jhy1993/Representation-Learning-on-Heterogeneous-Graph
Representation-Learning-on-Heterogeneous-Graph
deep-learning graph-embedding graph-neural-network heterogeneous-graph heterogeneous-information-networks machine-learning network-embedding network-representation-learning representation-learning
Last synced: 01 May 2025
https://github.com/wvangansbeke/unsupervised-semantic-segmentation
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]
clustering contrastive-learning iccv iccv2021 moco pascal-voc representation-learning self-supervised-learning semantic-segmentation unsupervised-learning unsupervised-semantic-segmentation
Last synced: 06 Apr 2025
https://github.com/johngiorgi/declutr
The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!
allennlp contrastive-learning metric-learning natural-language-processing pytorch representation-learning self-supervised-learning semantic-search semantic-text-similarity sentence-embeddings sentence-similarity transformers
Last synced: 14 Oct 2025
https://github.com/JohnGiorgi/DeCLUTR
The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!
allennlp contrastive-learning metric-learning natural-language-processing pytorch representation-learning self-supervised-learning semantic-search semantic-text-similarity sentence-embeddings sentence-similarity transformers
Last synced: 30 Mar 2025
https://github.com/emadeldeen24/TS-TCC
[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"
contextual contrastive-learning deep-learning eeg epilepsy epileptic-seizures fault-diagnosis human-activity-recognition machine-learning representation-learning sleep-stage-classification temporal time-series transfer-learning unsupervised-learning
Last synced: 21 Jul 2025
https://github.com/mims-harvard/tfc-pretraining
Self-supervised contrastive learning for time series via time-frequency consistency
consistency-models contrastive-learning deep-learning pre-trained-model representation-learning self-supervised-learning time-series
Last synced: 10 Oct 2025
https://github.com/bshall/hubert
HuBERT content encoders for: A Comparison of Discrete and Soft Speech Units for Improved Voice Conversion
pytorch representation-learning speech voice-conversion
Last synced: 09 Apr 2025
https://github.com/lucashu1/link-prediction
Representation learning for link prediction within social networks
autoencoder graph-algorithms link-prediction networkx node2vec representation-learning social-network
Last synced: 04 Apr 2025
https://github.com/claws-lab/jodie
A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"
dynamic-networks embedding-trajectories embeddings kdd2019 machine-learning network-embedding representation-learning temporal-network
Last synced: 17 Apr 2025
https://github.com/KaiyangZhou/mixstyle-release
Domain Generalization with MixStyle (ICLR'21)
domain-generalization feature-statistics iclr2021 image-classification person-reidentification reinforcement-learning representation-learning
Last synced: 06 May 2025
https://github.com/kaiyangzhou/mixstyle-release
Domain Generalization with MixStyle (ICLR'21)
domain-generalization feature-statistics iclr2021 image-classification person-reidentification reinforcement-learning representation-learning
Last synced: 09 Apr 2025
https://github.com/voidism/DiffCSE
Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"
contrastive-learning representation-learning self-supervised-learning sentence-embeddings sentence-similarity sentence-transformers
Last synced: 09 May 2025
https://github.com/dinghanshen/SWEM
The Tensorflow code for this ACL 2018 paper: "Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms"
deep-learning natural-language-processing representation-learning tensorflow
Last synced: 10 May 2025
https://github.com/hoangcuong2011/Good-Papers
I try my best to keep updated cutting-edge knowledge in Machine Learning/Deep Learning and Natural Language Processing. These are my notes on some good papers
computer-vision convolutional-networks deep-kernel-learning deep-learning gaussian-processes kernel-learning machine-learning natural-language-processing neural-machine-translation neural-network representation-learning semi-supervised-learning variational-autoencoders variational-inference
Last synced: 19 Jul 2025
https://github.com/cvjena/semantic-embeddings
Hierarchy-based Image Embeddings for Semantic Image Retrieval
computer-vision deep-learning image-retrieval keras machine-learning prior-knowledge representation-learning wacv19 wacv2019 wacv2020
Last synced: 28 Jan 2026
https://github.com/vijaydwivedi75/gnn-lspe
Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022
attention geometric-deep-learning gnn gnn-lspe graph-deep-learning graph-neural-networks graph-representation-learning graph-transformer graphs lspe message-passing molecules positional-encoding representation-learning transformer-networks transformers
Last synced: 03 Apr 2025
https://github.com/tiger-ai-lab/vlm2vec
This repo contains the code for "VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks" [ICLR25]
benchmark contrastive-learning embedding image-retrieval mmeb multimodal rag representation-learning video-retrieval visual-document-retrieval vlm
Last synced: 13 Jun 2025
https://github.com/google-deepmind/multi_object_datasets
Multi-object image datasets with ground-truth segmentation masks and generative factors.
datasets deepmind representation-learning segmentation
Last synced: 17 Jun 2025
https://github.com/TatsuyaShirakawa/poincare-embedding
Poincaré Embedding (unofficial)
hyperbolic-geometry machine-learning representation-learning
Last synced: 29 Apr 2025
https://github.com/SaberaTalukder/TOTEM
The official code 👩💻 for - TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis
foundation-models representation-learning time-series time-series-analysis time-series-anomaly-detection time-series-forecasting time-series-foundation-model time-series-imputation tokenization
Last synced: 26 Aug 2025
https://github.com/jmtomczak/vae_vampprior
Code for the paper "VAE with a VampPrior", J.M. Tomczak & M. Welling
deep-learning generative-model representation-learning variational-autoencoders
Last synced: 01 Apr 2025
https://github.com/yueliu1999/DCRN
[AAAI 2022] An official source code for paper Deep Graph Clustering via Dual Correlation Reduction.
data-mining deep-clustering deep-learning gcn graph-convolutional-network graph-convolutional-networks graph-neural-networks network-embedding pytorch representation-learning self-supervised-learning unsupervised-learning
Last synced: 08 May 2025
https://github.com/ermongroup/variational-ladder-autoencoder
Implementation of VLAE
feature-extraction generative-model representation-learning unsupervised-learning variational-inference
Last synced: 08 May 2025
https://github.com/autonomousvision/factor-fields
[SIGGRAPH 2023] We provide a unified formula for neural fields (Factor Fields) and a novel dictionary factorization (Dictionary Fields)
dictionary nerf representation-learning
Last synced: 27 Jul 2025
https://github.com/andrewatanov/simclr-pytorch
PyTorch implementation of SimCLR: supports multi-GPU training and closely reproduces results
contrastive-learning deep-learning pytorch pytorch-implementation representation-learning self-supervised-learning
Last synced: 09 Apr 2025
https://github.com/wvangansbeke/self-supervised-learning-overview
📜 Self-Supervised Learning from Images: Up-to-date reading list.
clustering contrastive-learning representation-learning self-supervised-learning unsupervised-learning
Last synced: 25 Jan 2026
https://github.com/hangg7/deformable-kernels
Deforming kernels to adapt towards object deformation. In ICLR 2020.
iclr2020 operator pytorch representation-learning
Last synced: 21 Aug 2025
https://github.com/mims-harvard/graphml-tutorials
Tutorials for Machine Learning on Graphs
deep-learning embeddings graph-convolutional-networks graph-ml graph-neural-networks network-embeddings networks representation-learning tutorials
Last synced: 10 Oct 2025
https://github.com/rayhane-mamah/efficient-vdvae
Official Pytorch and JAX implementation of "Efficient-VDVAE: Less is more"
image-generation jax paper python pytorch representation-learning unsupervised-learning vae
Last synced: 22 Jun 2025
https://github.com/mims-harvard/raindrop
Graph Neural Networks for Irregular Time Series
deep-learning embeddings graph-neural-networks irregular-time-series machine-learning representation-learning time-series
Last synced: 10 Oct 2025
https://github.com/ryanchankh/mcr2
Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)
clustering deep-learning information-theory representation-learning
Last synced: 08 May 2025
https://github.com/salesforce/alpro
Align and Prompt: Video-and-Language Pre-training with Entity Prompts
prompt-learning representation-learning video-language video-question-answering video-text-retrieval vision-and-language
Last synced: 20 Aug 2025
https://github.com/iamyuanchung/Autoregressive-Predictive-Coding
Autoregressive Predictive Coding: An unsupervised autoregressive model for speech representation learning
pre-training pytorch representation-learning self-supervised-learning unsupervised-learning
Last synced: 19 Jul 2025
https://github.com/thesouthfrog/stylealign
[ICCV 2019]Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Transition
data-augmentation face-alignment facial-landmarks representation-learning semi-supervised-learning
Last synced: 23 Apr 2025
https://github.com/Nicholasli1995/EgoNet
Official project website for the CVPR 2021 paper "Exploring intermediate representation for monocular vehicle pose estimation"
3d-object-detection 3d-pose-estimation 3d-vision autonomous-driving cvpr2021 deep-learning kitti kitti-3d orientation-estimation pose-estimation projective-geometry representation-learning robot-perception self-supervised-learning vehicles
Last synced: 20 Mar 2025
https://github.com/mims-harvard/Raindrop
Graph Neural Networks for Irregular Time Series
deep-learning embeddings graph-neural-networks irregular-time-series machine-learning representation-learning time-series
Last synced: 01 May 2025
https://github.com/benedekrozemberczki/role2vec
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
deep-learning deepwalk gensim graph-embedding graph-neural-network graph-wavelet implicit-factorization machine-learning network-embedding network-science node-embedding node2vec pytorch representation-learning research sklearn struc2vec tensorflow weisfeiler-lehman word2vec
Last synced: 07 Jul 2025
https://github.com/araffin/srl-zoo
State Representation Learning (SRL) zoo with PyTorch - Part of S-RL Toolbox
autoencoder deep-learning forward-model inverse-model neural-network pytorch reinforcement-learning representation-learning srl state-representation-learning vae
Last synced: 14 Apr 2025
https://github.com/cambridgeltl/sapbert
[NAACL'21 & ACL'21] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.
acl2021 bert bionlp contrastive-learning language-model lexical-semantics machine-learning metric-learning naacl2021 nlp representation-learning
Last synced: 23 Nov 2025
https://github.com/rom1504/image_embeddings
Using efficientnet to provide embeddings for retrieval
computer-vision efficientnet embeddings recommendation-system representation-learning retrieval
Last synced: 07 Apr 2025
https://github.com/iamhankai/attribute-aware-attention
[ACM MM 2018] Attribute-Aware Attention Model for Fine-grained Representation Learning
attention-mechanism convolutional-neural-networks cub-dataset fine-grained-classification fine-grained-visual-categorization person-reidentification representation-learning
Last synced: 19 Jul 2025
https://github.com/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.
approximate-nearest-neighbors data-matching deduplication deep-learning embeddings entity-matching entity-resolution python pytorch record-linkage representation-learning
Last synced: 08 Oct 2025
https://github.com/timsainb/parametricumap_paper
Parametric UMAP embeddings for representation and semisupervised learning. From the paper "Parametric UMAP: learning embeddings with deep neural networks for representation and semi-supervised learning" (Sainburg, McInnes, Gentner, 2020).
dimensionality-reduction machine-learning representation-learning semisupervised-learning umap
Last synced: 16 Oct 2025
https://github.com/xvjiarui/vfs
Rethinking Self-Supervised Correspondence Learning: A Video Frame-level Similarity Perspective, in ICCV 2021 (Oral)
correspondence pytorch representation-learning self-su video
Last synced: 23 Jun 2025
https://github.com/AstraZeneca/SubTab
The official implementation of the paper, "SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning"
contrastive-learning multi-view-learning representation-learning self-supervised-learning tabular-data
Last synced: 01 May 2025
https://github.com/luizgh/sigver_wiwd
Learned representation for Offline Handwritten Signature Verification. Models and code to extract features from signature images.
convolutional-neural-networks deep-learning handwriting representation-learning signature-verification
Last synced: 21 Aug 2025
https://github.com/astrazeneca/subtab
The official implementation of the paper, "SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning"
contrastive-learning multi-view-learning representation-learning self-supervised-learning tabular-data
Last synced: 08 May 2025
https://github.com/XiaohangZhan/conditional-motion-propagation
Code for our CVPR 2019 work.
deep-learning interactive-annotation motion-prediction representation-learning self-supervised self-supervised-learning unsupervised-learning video-generation
Last synced: 16 Nov 2025
https://github.com/vita-epfl/social-nce
[ICCV21] Official implementation of the "Social NCE: Contrastive Learning of Socially-aware Motion Representations" in PyTorch.
contrastive-learning data-augmentation imitation-learning motion-forecasting multi-agent reinforcement-learning representation-learning
Last synced: 16 Jan 2026
https://github.com/snap-stanford/gib
Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs
graph-neural-networks information-bottleneck node-classification representation-learning robustness
Last synced: 21 Jul 2025
https://github.com/cwx-worst-one/eat
[IJCAI 2024] EAT: Self-Supervised Pre-Training with Efficient Audio Transformer
audio audio-classification deep-learning eat fairseq pytorch representation-learning self-supervised-learning
Last synced: 05 Apr 2025
https://github.com/boathit/t2vec
t2vec: Deep Representation Learning for Trajectory Similarity Computation
representation-learning spatial-data-analysis trajectory-embedding
Last synced: 04 May 2025
https://github.com/sayakpaul/supervised-contrastive-learning-in-tensorflow-2
Implements the ideas presented in https://arxiv.org/pdf/2004.11362v1.pdf by Khosla et al.
computer-vision contrastive-learning deep-learning keras representation-learning supervised-contrastive-learning tensorflow
Last synced: 15 Apr 2025