awesome-self-supervised-learning-papers
github.com/guyulongcs/awesome-self-supervised-learning-papers ↗Awesome Self-supervised papers in CV, NLP, Graph, Recommendation, ML and so on.
Use this list with your AI agent
Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:
"Show me 1_cv resources from awesome-self-supervised-learning-papers"
Installation instructions →What's inside
1_CV
- 2006 (Yann LeCun) (CVPR) Dimensionality reduction by learning an invariant mapping
- 2015 (CMU) (ICCV) Unsupervised Learning of Visual Representations Using Videos
- 2015 (CMU) (ICCV) Unsupervised Visual Representation Learning by Context Prediction
- 2016 (CVPR) Slow and steady feature analysis - higher order temporal coherence in video
higher order temporal coherence in video
- 2016 (ECCV) Unsupervised learning of visual representations by solving jigsaw puzzles
- 2016 (UCB) (CVPR) Context Encoders - Feature Learning by Inpainting
Feature Learning by Inpainting
2_NLP
- 2013 (Google) (NIPS) [word2vec] Distributed representations of words and phrases and their compositionality
- 2017 (Google) (NIPS) [Transformer] Attention is All you Need
- 2018 (Google) (NAACL) [BERT] Bert - Pre-training of deep bidirectional transformers for language understanding
Pre-training of deep bidirectional transformers for language understanding
- 2018 (OpenAI) (Arxiv) [GPT] Improving Language Understanding by Generative Pre-Training
- 2019 (ACL) Self-Supervised Dialogue Learning
- 2019 (OpenAI) (Arxiv) [GPT2] Language Models are Unsupervised Multitask Learners
5_ML
- 2017 (DeepMind) (ICCV) Multi-task Self-Supervised Visual Learning
- 2018 (CVPR) Cross-domain Self-supervised Multi-task Feature Learning Using Synthetic Imagery
- 2019 (Arxiv) Rethinking Data Augmentation - Self-Supervision and Self-Distillation
Self-Supervision and Self-Distillation
- 2019 (Facebook) (Arxiv) Billion-scale semi-supervised learning for image classification
- 2019 (Google) (ICCV) S4L - Self-Supervised Semi-Supervised Learning
Self-Supervised Semi-Supervised Learning
- 2019 (ICCV) Boosting Few-Shot Visual Learning with Self-Supervision
4_Recommendation
- 2020 (Alibaba) (AAAI) [DMR] Deep Match to Rank Model for Personalized Click-Through Rate Prediction
- 2020 (Alibaba) (CIKM) [BERT4Rec] BERT4Rec - Sequential Recommendation with Bidirectional Encoder Representations from Transformer
Sequential Recommendation with Bidirectional Encoder Representations from Transformer
- 2020 (Alibaba) (KDD) Disentangled Self-Supervision in Sequential Recommenders
- 2020 (Arxiv) [SGL] Self-supervised Graph Learning for Recommendation
- 2020 (Arxiv) UserBERT - Self-supervised User Representation Learning
Self-supervised User Representation Learning
- 2020 (CIKM) [S3Rec] S3-Rec - Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization
Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization
3_Graph
- 2020 (Arxiv) Self-supervised Learning on Graphs - Deep Insights and New Direction
Deep Insights and New Direction
- 2020 (KDD) GPT-GNN - Generative Pre-Training of Graph Neural Networks
Generative Pre-Training of Graph Neural Networks
- 2020 (WWW) Graph Representation Learning via Graphical Mutual Information Maximization
6_Survey
Showing a sample of 60 resources. View the full list on GitHub →