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Recent AI Advances: Tutorials and Surveys in Top AI Conferences and Journals

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A professionally curated list of tutorials (keynote, invited talk, etc.) and surveys of recent AI advances, including Deep Learning, Machine Learning, Data Mining, Computer Vision (CV), Natural Language Processing (NLP), Speech, etc., at the Top AI Conferences and Journals, which is updated ASAP (the earliest time) once the accepted tutorials and surveys are announced in the corresponding top AI conferences/journals. Hope this list would be helpful for researchers and engineers who are interested in various AI areas.

The top conferences including:

The top journals including: CACM, PIEEE, TPAMI, TKDE, TNNLS, TITS, TIST, TSP, TASLP, TIP, TACL, SPM, IJCV, JMLR, JAIR, CSUR, DMKD, KAIS, arXiv(selected), etc.

If you found any missed resources (paper/code) or errors, please feel free to open an issue or make a pull request.

Table of Contents

AI Tutorials

Tutorials 2023

Tutorials 2022

Tutorials 2021

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Tutorials 2020

Tutorials 201X

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AI Surveys

General

Transformer and Attention

Self-Supervised Learning

Graph Neural Networks

Federated Learning

XAI

AutoML

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Deep Generative Models

N-Shot Learning

Anomaly Detection and OOD

Label-noise Learning

Imbalanced-data Learning

Deep Reinforcement Learning

Domain Adaptation

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Others