本repo主要整理AI相关领域的一些综述，起因是看到了 ml-survey 这个非常棒的项目。
目前添加了『自然语言处理』模块的部分觉得不错的综述。
欢迎有兴趣的小伙伴们一起整理。
- 深度学习： Recent Trends in Deep Learning Based Natural Language Processing
- 文本分类： Deep Learning Based Text Classification: A Comprehensive Review
- 文本生成： Survey of the SOTA in Natural Language Generation: Core tasks, applications and evaluation
- 文本生成： Neural Language Generation: Formulation, Methods, and Evaluation
- 迁移学习： Exploring Transfer Learning with T5: the Text-To-Text Transfer Transformer (Paper)
- 迁移学习：Neural Transfer Learning for Natural Language Processing
- 知识图谱：A Survey on Knowledge Graphs: Representation, Acquisition and Applications
- 命名实体识别：A Survey on Deep Learning for Named Entity Recognition
- 关系抽取：More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction
- 情感分析：Deep Learning for Sentiment Analysis : A Survey
- ABSA情感分析：Deep Learning for Aspect-Level Sentiment Classification: Survey, Vision, and Challenges
- 文本匹配：Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering
- 阅读理解：Neural Reading Comprehension And Beyond
- 阅读理解：Neural Machine Reading Comprehension: Methods and Trends
- 机器翻译：Neural Machine Translation: A Review
- 机器翻译：A Survey of Domain Adaptation for Neural Machine Translation
- 预训练模型：Pre-trained Models for Natural Language Processing: A Survey
- 注意力机制：An Attentive Survey of Attention Models
- 注意力机制：An Introductory Survey on Attention Mechanisms in NLP Problems
- 注意力机制：Attention in Natural Language Processing
- BERT：A Primer in BERTology: What we know about how BERT works
- Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
- Evaluation of Text Generation: A Survey
- Recommender systems survey
- Deep Learning based Recommender System: A Survey and New Perspectives
- Are We Really Making Progress? A Worrying Analysis of Neural Recommendation Approaches
- A Survey of Serendipity in Recommender Systems
- Diversity in Recommender Systems – A survey
- A Survey of Explanations in Recommender Systems
- A State-of-the-Art Survey on Deep Learning Theory and Architectures
- 知识蒸馏：Knowledge Distillation: A Survey
- 模型压缩： Compression of Deep Learning Models for Text: A Survey
- 迁移学习： A Survey on Deep Transfer Learning
- 神经架构搜索： A Comprehensive Survey of Neural Architecture Search-- Challenges and Solutions
- 神经架构搜索： Neural Architecture Search: A Survey
- 目标检测： Object Detection in 20 Years
- 对抗性攻击：Threat of Adversarial Attacks on Deep Learning in Computer Vision
- 自动驾驶：Computer Vision for Autonomous Vehicles: Problems, Datasets and State of the Art
- A Brief Survey of Deep Reinforcement Learning
- Transfer Learning for Reinforcement Learning Domains
- Review of Deep Reinforcement Learning Methods and Applications in Economics
- 图： A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications
- 文本： From Word to Sense Embeddings:A Survey on Vector Representations of Meaning
- 文本： Diachronic Word Embeddings and Semantic Shifts
- 文本： Word Embeddings: A Survey
- A Survey on Contextual Embeddings
- A Survey on Knowledge Graphs: Representation, Acquisition and Applications
- Meta-learning for Few-shot Natural Language Processing: A Survey
- Learning from Few Samples: A Survey
- Meta-Learning in Neural Networks: A Survey
- A Comprehensive Overview and Survey of Recent Advances in Meta-Learning
- Baby steps towards few-shot learning with multiple semantics
- Meta-Learning: A Survey
- A Perspective View And Survey Of Meta-learning