ThyrixYang / awesome-artificial-intelligence-research

A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.

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.

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

• Neural Ordinary Differential Equations(ODE)

• 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

• Temporal Action Localization

• Text Detection Recognition

• Transformer Architectures

• Visual Grounding

• 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