作者：时间旅客 链接：https://www.zhihu.com/question/355125622/answer/1162568474 来源：知乎 著作权归作者所有。商业转载请联系作者获得授权，非商业转载请注明出处。
NLP、深度学习：
《数学之美》
《基于神经网络的词和文档语义向量表示方法研究》
《Natural Language Processing (Almost) from Scratch》
调参：
《Neural Networks: Tricks of the Trade》
《A Sensitivity Analysis of (and Practitioners’ Guide to) Convolutional Neural Networks for Sentence Classification》
预训练：
《Pre-trained Models for Natural Language Processing: A Survey》
《A Survey on Contextual Embeddings》
文本生成：
《Neural Text Generation: Past, Present and Beyond》
《Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation》
图神经网络：
《Graph Neural Networks: A Review of Methods and Applications》
《A Comprehensive Survey on Graph Neural Networks》
《Relational inductive biases, deep learning, and graph networks》
《Neural Message Passing for Quantum Chemistry》
推荐系统：
《Sequence-Aware Recommender Systems》
《Cross Domain Recommender Systems: A Systematic Literature Review》
《Explainable Recommendation: A Survey and New Perspectives》
