foreword
Reviews are a great way to learn about a field, and here are some reviews that I find interesting.
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Dynamic Neural Networks
2021.02 Dynamic Neural Networks: A Survey
multimodal learning
2022.06 Multimodal Learning with Transformers: A Survey
Blog: 300+ articles! This article explains the latest progress in Transformer-based multimodal learning
computer vision
image restoration
2020.11 A Comprehensive Comparison of Multi-Dimensional Image Denoising Methods , Image Denoising
Attention
2021.11 Attention Mechanisms in Computer Vision: A Survey , Various Attention Mechanisms
super resolution
2020.07 Video Super Resolution Based on Deep Learning: A Comprehensive Survey
natural language processing
Some task paradigms for natural language processing:
2109 Paradigm Shift in Natural Language Processing
information extraction
2021.07 A Comprehensive Survey on Schema-based Event Extraction with Deep Learning
Prompt
Prompt, originally derived from NLP, has also recently made a splash on some vision and multimodal tasks.
2021.07 Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing
reinforcement learning
2022.06 A Survey on Model-based Reinforcement Learning
Blog post: NTU’s latest review paper: Model-Based Reinforcement Learning