深度学习领域综述总结汇总#

2019-2020#

序号	名称	说明
1	A guide to deep learning in healthcare	医疗深度学习技术指南
2	Multimodal Machine Learning: A Survey and Taxonomy	多模态机器学习
3	Few-shot Learning: A Survey	小样本
4	Meta-Learning A Survey	元学习
5	Multimodal Intelligence: Representation Learning, Information Fusion, and Applications	迁移学习
6	Multimodal Intelligence Representation Learning,Information Fusion, and Applications	多模态
7	Object Detection in 20 Years: A Survey	目标检测
8	A Survey of Techniques for Constructing Chinese Knowledge Graphs and Their Applications	汉语知识图构建技术及其应用综述
9	Advances and Open Problems in Federated Learning	联邦学习
10	Optimization for deep learning theory and algorithms	深度学习优化理论算法

序号	名称	说明
1	Recent advances in deep learning theory	深度学习理论
2	Learning from Very Few Samples: A Survey	少样本学习
3	A Survey on Knowledge Graphs: Representation, Acquisition and Applications	知识图谱研究
4	A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications	GAN算法理论和应用
5	A Survey on Causal Inference	因果推断综述论文
6	Pre-trained Models for Natural Language Processing: A Survey	自然语言处理的预训练模型
7	A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources	异质图嵌入
8	Graph Neural Networks: Taxonomy, Advances and Trends	图神经网络
9	Efficient Transformers: A Survey	高效Transformer
10	Self-supervised Learning: Generative or Contrastive	自我监督学习

序号	名称	说明	备注
1	关于深度学习的一点思考	深度学习	周志华
2	Attention Mechanisms in Computer Vision: A Survey	注意力机制
3	Geometric Deep Learning Grids, Groups, Graphs, Geodesics, and Gauges	几何深度学习
4	A Survey of Transformers	Transformer
5	Model Complexity of Deep Learning: A Survey	深度学习模型复杂性
6	Towards Out-Of-Distribution Generalization: A Survey	分布外泛化
7	Deep Long-Tailed Learning: A Survey	深度长尾学习
8	Trustworthy AI: From Principles to Practices	可信人工智能
9	Masked Autoencoders Are Scalable Vision Learners	自监督MAE
10	人工智能的 10 个重大数理基础问题	数理基础