"representation-learning" Awesome Lists
awesome-multimodal-ml
Reading list for research topics in multimodal machine learning
computer-vision deep-learning healthcare machine-learning multimodal-learning natural-language-processing reading-list reinforcement-learning representation-learning robotics
6,396 stars
875 forks
480 projects
Last updated: 24 Apr 2025
awesome-network-embedding
A curated list of network embedding techniques.
graph-embeddings knowledge-graph network-embedding representation-learning
2,608 stars
503 forks
202 projects
Last updated: 27 Mar 2025
knowledge-graphs
A collection of research on knowledge graphs
commonsense cross-modal dialogue-systems information-retrieval knowledge-graph knowledge-graph-completion meta-relational-learning natural-language-processing ner paper
1,737 stars
295 forks
42 projects
Last updated: 24 Apr 2025
awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
data-augmentation deep-learning graph-neural-networks machine-learning pre-training pretext-task representation-learning self-supervised-learning transfer-learning unsupervised-learning
1,406 stars
167 forks
76 projects
Last updated: 30 Apr 2025
awesome-contrastive-self-supervised-learning
A comprehensive list of awesome contrastive self-supervised learning papers.
deep-learning hacktoberfest-accepted representation-learning self-supervised-learning transfer-learning unsupervised-learning
1,266 stars
126 forks
87 projects
Last updated: 14 Apr 2025
Awesome-Deep-Graph-Clustering
Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).
clustering data-mining data-mining-algorithms deep-clustering deep-learning gcn graph-convolutional-networks graph-embedding graph-neural-networks graphclustering
903 stars
142 forks
207 projects
Last updated: 26 Apr 2025
awesome-protein-representation-learning
Awesome Protein Representation Learning
protein-embedding protein-modeling protein-representation-learning protein-sequences representation-learning
669 stars
72 forks
241 projects
Last updated: 08 Jun 2025
Awesome-MIM
[Survey] Masked Modeling for Self-supervised Representation Learning on Vision and Beyond (https://arxiv.org/abs/2401.00897)
awesome-list awesome-mim bert computer-vision deep-learning generative-models gpt mae masked-autoencoder masked-image-modeling
327 stars
16 forks
485 projects
Last updated: 05 May 2025
awesome-vqvae
A collection of resources and papers on Vector Quantized Variational Autoencoder (VQ-VAE) and its application
artificial-intelligence machine-learning representation-learning variational-autoencoder vq-vae
277 stars
10 forks
62 projects
Last updated: 01 May 2025
awesome-visual-representation-learning-with-transformers
Awesome Transformers (self-attention) in Computer Vision
awesome-list computer-vision representation-learning self-attention transformers vision-transformer
270 stars
38 forks
57 projects
Last updated: 07 Apr 2025
Awesome-Foundation-Models-for-Weather-and-Climate
A comprehesive survey about foundation models for weather and cliamte data understanding.
ai4earth ai4science climate climate-change dataset deep-learning foundation-models large-language-models largemodel machine-learning
224 stars
32 forks
184 projects
Last updated: 24 Apr 2025
awesome-sound_event_detection
Reading list for research topics in Sound AI
acoustic-scene-classification audio-captioning audio-generation audio-processing audio-retrieval icassp interspeech representation-learning sound-event-detection zero-shot-learning
180 stars
9 forks
157 projects
Last updated: 24 Apr 2025
awesome-deep-time-series-representations
A curated list of state-of-the-art papers on deep learning for universal representations of time series.
deep-learning representation-learning survey-paper time-series time-series-analysis
164 stars
15 forks
270 projects
Last updated: 22 Apr 2025
awesome-video-self-supervised-learning
A curated list of awesome self-supervised learning methods in videos
artificial-intelligence awesome-list computer-vision deep-learning machine-learning representation-learning self-supervised-learning video video-analysis
137 stars
4 forks
344 projects
Last updated: 30 Apr 2025
Awesome-Deep-Multi-View-Clustering
Awesome Deep Multi-View Clustering is a collection of SOTA, novel deep multi-view clustering methods (papers and codes).
clustering deep-learning machine-learning multi-view multi-view-clustering representation-learning surveys
34 stars
1 forks
187 projects
Last updated: 04 May 2025
awesome-self-supervised-speech-representation-learning
A comprehensive list of awesome self-supervised speech representation learning papers.
awesome awesome-list deep-learning fairseq machine-learning representation-learning self-supervised-learning speech-processing
10 stars
0 forks
40 projects
Last updated: 07 Feb 2025
awesome-foundation-models-on-graphs
A collection of graph foundation models including papers, codes, and datasets.
data-augmentation deep-learning few-shot-learning foundation-models graph-classification graph-foundation-model graph-neural-networks graph-representation-learning knowlege-graph link-prediction
4 stars
0 forks
241 projects
Last updated: 13 Apr 2025