Awesome Artificial Intelligence (AI) Research

Artificial Intelligence (AI) has become a vast research area, with tens of thousands of papers published every year. It's more and more difficult to track a specific topic among many top conferences and journals. This list aims to maintain a meta list of up-to-date research paper lists to help researchers get familiar with cutting edge research in a specific area, and (hopefully) provide a large scale picture of the trending of AI research.

Please consider contributing to this list by opening an issue with the recommended awesome paper list.

The included lists should:

1. Cover influential papers in a specific area.
2. Cover up-to-date publications from top converences and journals such as NeurIPS, ICML, TPAMI, etc.
3. Recommend some good tutorial or survey if possible (optional).

Machine Learning (ML) and Data Mining (DM)

• AutoML

• Adversarial Machine Learning (AML)

• Automated Deep Learning

• Bayesian Deep Learning

• Causality

• Domain Adaptation

• Decision Tree

• Federated Learning

  • Federated Learning
  • Federated Machine Learning

• Generative Adversarial (Neural) Networks

• Graph / Network Learning

  • Community Detection
  • Graph Adversarial Learning
  • Graph Neural Networks
  • Graph Classification
  • Graph Based Deep Learning
  • Knowledge Graph
  • Knowledge Representation Learning
  • Network Embedding
  • Network Representation Learning
  • Must-read papers on GNN
  • Self-Supervised-GNN

• Incremental Learning / Continual Learning / Lifelong Learning

  • Incremental Learning / Lifelong Learning
  • Continual Learning

• Interpretability

• Interpretability 2

• Interpretability & Explainable-AI

• Knowledge Distillation

• Learning with Label Noise

• Meta Learning

• Multimodal Machine Learning

• Neural Architecture Search

• Normalizing Flows

• Partial Label Learning

• Reasoning

• Reinforcement Learning

• Open World Learning

• Online Learning

• Reinforcement Learning 2

• Self Supervised Learning

  • Self-Supervised Learning
  • Self-Supervised-GNN

• Transfer Learning

• Uncertainty

• Machine Learning Surveys (did not update since 2017)

• Deep Learning (did not update since 2016)

Applications

Computer Vision (CV)

• Action Recognition

• Deblurring

• Denoising

• Face Recognition

• Object Detection

  • Object Detection
  • Object Detection 2
  • Aerial Object Detection
  • Tiny Object Detection
  • Lane Detection

• Hand Pose Estimation

• Human Pose Estimation

• Image Classification

• Image Retrieval

• Medical Image Synthesis

• Multi Object Tracking

• Point Cloud

  • Point Cloud Analysis
  • Point Cloud

• Scene Text Localization & Recognition

• Text Detection Recognition

• Transformer Architectures

• Awesome Deep Vision (did not update since 2016)

Natural Language Processing (NLP)

• Natural Language Generation
• Sentence Embedding

Audio & Speech

• Speech Enhancement
• Speech Recognition & Speech Synthesis
• Speech Synthesis

Other Applications

• Anomaly Detection

• Anomaly Detection 2

• AI Security

• Computational Biology

• Crowd Counting

• Cyber Security

• Database Learning

• Deep Learning for Music (DL4M)

• Recommender Systems

  • Recommender System
  • Recommender System 2
  • Real Time Bidding
  • Search Recommendation Advertising

• Search & Recommendation Advertising

• Quant Machine Learning Trading

• Threat Detection and Hunting

• Autonomous Vehicles (did not update since 2016)

New Paper Recommendation

• Awesome NLP Paper Discussions (by The Hugging Face team)

Surveys

• Machine Learning Surveys

Tools For Research

• Awesome Public Datasets