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awesome-survey-papers

A collection of Survey Papers in Machine Learning
https://github.com/excitingtimes/awesome-survey-papers

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OOD, generalization and compositionality
- A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges
- A Survey of Generalisation in Deep Reinforcement Learning
Continual learning
Training dynamics and Optimization
Efficient Transformers
Graph neural networks
Generative modeling
- Generative adversarial networks in time series: A survey and taxonomy
- Diffusion models
Self-supervised learning
Natural Language Processing
Music Generation
- Music Composition with Deep Learning: A Review - Olival et al*, **August 2021**)
- A comprehensive survey on Deep Music Generation
- Deep Learning techniques for Music Generation
Reinforcement Learning
Neural AI
Computer Vision
- Advances in adversarial attacks and defenses in computer vision: A survey
- Attention Mechanisms in Computer Vision: A Survey - Hao Guo et al*, **November 2021**)
- Advances in Neural Rendering
- Are we ready for a new paradigm shift? A Survey on Visual Deep MLP
- A Survey of Visual Transformers
3D, Point Clouds and Meshes
- Deep Learning for 3D Point Clouds: A Survey
Biology
- Medical Visual Question Answering : a survey
Physics
- Physics-based deep learning
- Physics-Guided Deep Learning for Dynamical Systems: A Survey

Categories

Reinforcement Learning 40 Neural AI 40 Efficient Transformers 6 Computer Vision 5 Self-supervised learning 5 Natural Language Processing 4 Continual learning 4 Training dynamics and Optimization 3 Graph neural networks 3 Music Generation 3 Physics 2 OOD, generalization and compositionality 2 Generative modeling 2 3D, Point Clouds and Meshes 1 Biology 1

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