Popular GitHub Repositories for Representation Learning

Reading list for research topics in multimodal machine learning

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

Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

The implementation of DeBERTa

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

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

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

GraphVite: A General and High-performance Graph Embedding System

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

[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis

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

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".

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

Python library for knowledge graph embedding and representation learning.

PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"

[ECCV 2024] Tokenize Anything via Prompting

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

Paper List for Contrastive Learning for Natural Language Processing

Keras implementation of Representation Learning with Contrastive Predictive Coding