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Top 25 Machine Learning Papers 2020
The most-cited papers published in 2020 on the topic of machine learning
Despite everything that occurred in the world this year, we still had the privilege to see some truly incredible research, particularly in the area of machine learning. This year, a number of significant issues—such as ethical issues, important prejudices, and much more—were highlighted. Machine Learning is constantly developing, and its relationship to our understanding of the human brain and its potential applications are also exciting.
In case you missed any of them, here are the best machine learning research papers of the year 2020.
DOI: 10.1016/j.inffus.2019.12.012
2020
Cited 1,397 times
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI
Artificial intelligence
Computer science
Taxonomy (biology)
DOI: 10.1038/s41586-019-1923-7
2020
Cited 1,117 times
Improved protein structure prediction using potentials from deep learning
Machine learning
Computational biology
Pattern recognition (psychology)
DOI: 10.1016/j.compbiomed.2020.103792
2020
Cited 1,034 times
Automated detection of COVID-19 cases using deep neural networks with X-ray images.
Computer science
Coronavirus disease 2019 (COVID-19)
Artificial intelligence
DOI: 10.1186/s12864-019-6413-7
2020
Cited 921 times
The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation
Binary classification
False positive paradox
False positives and false negatives
DOI: 10.1007/s13246-020-00865-4
2020
Cited 905 times
Covid-19: automatic detection from X-ray images utilizing transfer learning with convolutional neural networks.
Pattern recognition (psychology)
Artificial neural network
Machine learning
DOI: 10.1007/s11263-019-01247-4
2020
Cited 861 times
Deep Learning for Generic Object Detection: A Survey
Computer science
Object detection
Artificial intelligence
DOI: 10.1007/s10462-020-09825-6
2020
Cited 692 times
A survey of the recent architectures of deep convolutional neural networks
Computer science
Convolutional neural network
Deep learning
DOI: 10.1162/tacl_a_00300
2020
Cited 683 times
SpanBERT: Improving Pre-training by Representing and Predicting Spans
Computer science
Security token
Training (meteorology)
DOI: 10.1016/j.physd.2019.132306
2020
Cited 640 times
Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) Network
Recurrent neural network
Computer science
Inference
DOI: 10.1007/s10044-021-00984-y
2020
Cited 474 times
Automatic Detection of Coronavirus Disease (COVID-19) Using X-ray Images and Deep Convolutional Neural Networks
Deep learning
2019-20 coronavirus outbreak
Pattern recognition (psychology)
DOI: 10.1016/j.neunet.2019.08.025
2020
Cited 470 times
MultiResUNet : Rethinking the U-Net architecture for multimodal biomedical image segmentation.
Architecture
Computer science
Artificial intelligence
DOI: 10.1038/s42256-020-0180-7
2020
Cited 462 times
An interpretable mortality prediction model for COVID-19 patients
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)
2019-20 coronavirus outbreak
Computer science
DOI: 10.1038/s41586-020-03051-4
2020
Cited 440 times
Mastering Atari, Go, chess and shogi by planning with a learned model
Computer science
Reinforcement learning
Artificial intelligence
DOI: 10.1007/s10994-019-05855-6
2020
Cited 435 times
A survey on semi-supervised learning
Artificial intelligence
Machine learning
Computer science
DOI: 10.1162/tacl_a_00343
2020
Cited 404 times
Multilingual Denoising Pre-training for Neural Machine Translation
Artificial intelligence
Training (meteorology)
Natural language processing
DOI: 10.1109/tkde.2020.2981333
2020
Cited 376 times
Deep Learning on Graphs: A Survey
Computer science
Deep learning
Artificial intelligence
DOI: 10.1016/j.chaos.2020.109864
2020
Cited 372 times
Time Series Forecasting of COVID-19 transmission in Canada Using LSTM Networks.
Computer science
Autoregressive integrated moving average
Series (stratigraphy)
DOI: 10.1016/j.media.2020.101794
2020
Cited 351 times
Deep-COVID: Predicting COVID-19 from chest X-ray images using deep transfer learning.
Computer science
Convolutional neural network
Machine learning
DOI: 10.1016/j.ijforecast.2019.07.001
2020
Cited 347 times
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks
Probabilistic forecasting
Probabilistic logic
Autoregressive model
DOI: 10.1109/comst.2020.2970550
2020
Cited 335 times
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey
Artificial neural network
Convergence (economics)
Enhanced Data Rates for GSM Evolution
DOI: 10.1609/aaai.v34i07.6999
2020
Cited 328 times
Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression
Bounding overwatch
Artificial intelligence
Machine learning
DOI: 10.1016/j.compbiomed.2020.103795
2020
Cited 326 times
Application of deep learning technique to manage COVID-19 in routine clinical practice using CT images: Results of 10 convolutional neural networks.
Computer science
Artificial intelligence
Artificial neural network
DOI: 10.1109/tits.2019.2935152
2020
Cited 311 times
T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction
Convolutional neural network
Artificial intelligence
Graph
DOI: 10.1109/tnnls.2019.2944481
2020
Cited 308 times
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data
Federated learning
Differential privacy
Machine learning
DOI: 10.1109/tbdata.2018.2850013
2020
Cited 306 times
Network Representation Learning: A Survey
Computer science
Feature learning
Machine learning