README.md

机器学习、深度学习、自然语言处理、计算机视觉论文集

目录

Object detection

目标检测最全论文集锦

• Object detection
  

deep_learning object detection

• A paper list of object detection using deep learning
  

Embedding

• [Airbnb Embedding] Real-time Personalization using Embeddings for Search Ranking at Airbnb (Airbnb 2018)
  
• [Alibaba Embedding] Billion-scale Commodity Embedding for E-commerce Recommendation in Alibaba (Alibaba 2018)
  
• [Graph Embedding] DeepWalk- Online Learning of Social Representations (SBU 2014)
  
• [Item2Vec] Item2Vec-Neural Item Embedding for Collaborative Filtering (Microsoft 2016)
  
• [Negative Sampling] Word2vec Explained Negative-Sampling Word-Embedding Method (2014)
  
• [Node2vec] Node2vec - Scalable Feature Learning for Networks (Stanford 2016)
  
• [SDNE] Structural Deep Network Embedding (THU 2016)
  
• [Word2Vec] Distributed Representations of Words and Phrases and their Compositionality (Google 2013)
  
• [Word2Vec] Word2vec Parameter Learning Explained (UMich 2016)
  
• [Word2Vec] Efficient Estimation of Word Representations in Vector Space (Google 2013)
  

Famous Machine Learning Papers

• [RNN] Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation (UofM 2014)
  
• [CNN] ImageNet Classification with Deep Convolutional Neural Networks (UofT 2012)
  
• [Fast R-CNN]
  

Google Three Papers

Google三大篇，HDFS，MapReduce，BigTable，奠定大数据基础架构的三篇文章

• Bigtable A Distributed Storage System for Structured Data
  
• MapReduce Simplified Data Processing on Large Clusters
  
• The Google File System
  

Image_Processing

• CVPR19-FOCNet_ A Fractional Optimal Control Network for Image Denoising
  
• Multi-Label Image Recognition with Graph Convolutional Networks
  
• T-CNN
  

NLP-progress

• BERT_Pre-training of Deep Bidirectional Transformers for Language Understanding
  
• Chinese Word Segmentation
  
• Dependency parsing
  
• Named entity recognition
  
• Text Classification
  
• Word Sense Disambiguation
  
• XLNet_Generalized Autoregressive Pretraining for Language Understanding
  

awesome-deep-learning-papers

深度学习（Deep Learning）的最全资料项目

• Most Cited Deep Learning Papers
  

Image-to-Image papers

• Image to Image papers: A collection of image-to-image papers

Attention-Mechanisms-paper

• 注意力机制在自然语言处理方面的文章笔记
  

GNN papers

• [Must-read papers on GNN] GNN: graph neural network
  
• Hands on Graph Neural Networks with PyTorch & PyTorch Geometric
  

Transfer Learning

迁移学习相关文章,主要介绍迁移学习在自然语言处理中的运用

• Transfer Learning in Natural Language Processing
  
• Transfer Learning with Convolutional Neural Networks in PyTorch
  

Must-read Papers on Textual Adversarial Attack and Defense (TAAD)

• Must-read Papers on Textual Adversarial Attack and Defense (TAAD)
  

Papers-of-Robust-ML

• Related papers for robust machine learning

分享计算机视觉方向顶级期刊录用论文

CVPR

• 2020

  • CVPR2020录用论文清单
  • CVPR2020论文列表和代码汇总

• 2019

  • CVPR 2019所有录用论文清单
  • CVPR 2019论文PDF下载（1294篇论文）：百度云链接 密码: b7uj

• 2018

  • CVPR 2018所有录用论文清单
  • CVPR 2018论文PDF下载（979篇论文）：百度云链接 密码: 6pgk

• 2017

  • CVPR 2017论文PDF下载：百度云链接 密码: hnzg

ECCV

• 2020

  • ECCV2020接受论文列表

• 2018

  • ECCV 2018所有录用论文清单
  • ECCV 2018论文PDF下载：百度云链接 密码: mh97

ICCV 2019

• 2019
  • ICCV 2019论文下载：百度云链接 密码：nynu