contrastive-learning

There are 645 repositories under contrastive-learning topic.

  • TS-TCC

    [IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

    Language:Python334

  • PixPro

    Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning, CVPR 2021

    Language:Python329

  • GradCache

    Run Effective Large Batch Contrastive Learning Beyond GPU/TPU Memory Constraint

    Language:Python324
  • GCC

    GCC

    GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training @ KDD 2020

    Language:Python322

  • Contrastive_Learning_Papers

    A list of contrastive Learning papers

    299

  • CLMR

    Official PyTorch implementation of Contrastive Learning of Musical Representations

    Language:Python299

  • GRACE

    [GRL+ @ ICML 2020] PyTorch implementation for "Deep Graph Contrastive Representation Learning" (https://arxiv.org/abs/2006.04131v2)

    Language:Python294

  • DiffCSE

    Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

    Language:Python288

  • Contrastive-Clustering

    Code for the paper "Contrastive Clustering" (AAAI 2021)

    Language:Python285

  • CLIPA

    [NeurIPS 2023] This repository includes the official implementation of our paper "An Inverse Scaling Law for CLIP Training"

    Language:Python284

  • ContrastiveCrop

    [CVPR 2022 Oral] Crafting Better Contrastive Views for Siamese Representation Learning

    Language:Python283

  • LibAUC

    LibAUC: A Deep Learning Library for X-Risk Optimization

    Language:Python273

  • CSI

    CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)

    Language:Python271

  • HSAN

    [AAAI 2023] An official source code for paper Hard Sample Aware Network for Contrastive Deep Graph Clustering.

    Language:Python253

  • TCL

    code for TCL: Vision-Language Pre-Training with Triple Contrastive Learning, CVPR 2022

    Language:Python253

  • pixel-level-contrastive-learning

    Implementation of Pixel-level Contrastive Learning, proposed in the paper "Propagate Yourself", in Pytorch

    Language:Python247

  • MOON

    Model-Contrastive Federated Learning (CVPR 2021)

    Language:Python243

  • BatchFormer

    CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522

    Language:Python242

  • Awesome-SSL4TS

    A professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).

    240

  • CRIS.pytorch

    An official PyTorch implementation of the CRIS paper

    Language:Python235

  • Parametric-Contrastive-Learning

    Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)

    Language:Python234

  • contrastive_loss

    Experiments with supervised contrastive learning methods with different loss functions

    Language:Jupyter Notebook211

  • CoST

    PyTorch code for CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting (ICLR 2022)

    Language:Python209

  • COSINE

    [NAACL 2021] This is the code for our paper `Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach'.

    Language:Python199

  • MyGO

    [Paper][Preprint 2024] MyGO: Discrete Modality Information as Fine-Grained Tokens for Multi-modal Knowledge Graph Completion

    Language:Python194

  • Self-Supervised-Learning-Overview

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

    193

  • CCPL

    Official Pytorch implementation of CCPL and SCTNet (ECCV2022, Oral)

    Language:Python190

  • ContraD

    Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)

    Language:Python189

  • CCAM

    [CVPR 2022] C2AM: Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation

    Language:Python183

  • Negative-Sampling-Paper

    This repository collects 100 papers related to negative sampling methods.

    182

  • simclr-pytorch

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

    Language:Jupyter Notebook178

  • SimKGC

    ACL 2022, SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models

    Language:Python171

  • SoCo

    [NeurIPS 2021 Spotlight] Aligning Pretraining for Detection via Object-Level Contrastive Learning

    Language:Python170

  • sapbert

    [NAACL'21 & ACL'21] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.

    Language:Python165
  • contracode

    contracode

    Contrastive Code Representation Learning: functionality-based JavaScript embeddings through self-supervised learning

    Language:Jupyter Notebook165

  • reco

    The implementation of "Bootstrapping Semantic Segmentation with Regional Contrast" [ICLR 2022].

    Language:Python162