20.5(top 1%)
impact factor
463(top 50%)
papers
27.8K(top 10%)
citations
78(top 10%)
h-index
22.3(top 1%)
impact factor
829
all documents
33.0K
doc citations
149(top 5%)
g-index

Top Articles

#TitleJournalYearCitations
1Stop explaining black box machine learning models for high stakes decisions and use interpretable models insteadNature Machine Intelligence20193,231
2From local explanations to global understanding with explainable AI for treesNature Machine Intelligence20202,869
3The global landscape of AI ethics guidelinesNature Machine Intelligence20191,575
4An interpretable mortality prediction model for COVID-19 patientsNature Machine Intelligence2020686
5Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scansNature Machine Intelligence2021607
6Learning nonlinear operators via DeepONet based on the universal approximation theorem of operatorsNature Machine Intelligence2021589
7Shortcut learning in deep neural networksNature Machine Intelligence2020578
8Secure, privacy-preserving and federated machine learning in medical imagingNature Machine Intelligence2020473
9Principles alone cannot guarantee ethical AINature Machine Intelligence2019470
10Drug discovery with explainable artificial intelligenceNature Machine Intelligence2020411
11Designing neural networks through neuroevolutionNature Machine Intelligence2019406
12Predicting the state of charge and health of batteries using data-driven machine learningNature Machine Intelligence2020338
13Long short-term memory networks in memristor crossbar arraysNature Machine Intelligence2019288
14Competitive performance of a modularized deep neural network compared to commercial algorithms for low-dose CT image reconstructionNature Machine Intelligence2019256
15Deep learning for tomographic image reconstructionNature Machine Intelligence2020233
16The need for uncertainty quantification in machine-assisted medical decision makingNature Machine Intelligence2019231
17AI for radiographic COVID-19 detection selects shortcuts over signalNature Machine Intelligence2021230
18Machine learning pipeline for battery state-of-health estimationNature Machine Intelligence2021227
19An open source machine learning framework for efficient and transparent systematic reviewsNature Machine Intelligence2021217
20In situ training of feed-forward and recurrent convolutional memristor networksNature Machine Intelligence2019201
21Clustering single-cell RNA-seq data with a model-based deep learning approachNature Machine Intelligence2019189
22Reconstructing quantum states with generative modelsNature Machine Intelligence2019181
23Molecular contrastive learning of representations via graph neural networksNature Machine Intelligence2022181
24Deep-learning cardiac motion analysis for human survival predictionNature Machine Intelligence2019179
25Pathologist-level interpretable whole-slide cancer diagnosis with deep learningNature Machine Intelligence2019178
26Establishing the rules for building trustworthy AINature Machine Intelligence2019177
27Inverse design of nanoporous crystalline reticular materials with deep generative modelsNature Machine Intelligence2021172
28Expanding functional protein sequence spaces using generative adversarial networksNature Machine Intelligence2021165
29Finding key players in complex networks through deep reinforcement learningNature Machine Intelligence2020165
30Machine learning for active matterNature Machine Intelligence2020164
31Ensemble deep learning in bioinformaticsNature Machine Intelligence2020162
32Reinforcement learning in artificial and biological systemsNature Machine Intelligence2019157
33End-to-end privacy preserving deep learning on multi-institutional medical imagingNature Machine Intelligence2021157
34Geometry-enhanced molecular representation learning for property predictionNature Machine Intelligence2022155
35Predicting drug–protein interaction using quasi-visual question answering systemNature Machine Intelligence2020154
36Improved protein structure prediction by deep learning irrespective of co-evolution informationNature Machine Intelligence2021153
37Deep learning optoacoustic tomography with sparse dataNature Machine Intelligence2019148
38The carbon impact of artificial intelligenceNature Machine Intelligence2020148
39Causal inference and counterfactual prediction in machine learning for actionable healthcareNature Machine Intelligence2020147
40Direct steering of de novo molecular generation with descriptor conditional recurrent neural networksNature Machine Intelligence2020124
41Concept whitening for interpretable image recognitionNature Machine Intelligence2020123
42Human-level recognition of blast cells in acute myeloid leukaemia with convolutional neural networksNature Machine Intelligence2019122
43Mapping the space of chemical reactions using attention-based neural networksNature Machine Intelligence2021121
44Continual learning of context-dependent processing in neural networksNature Machine Intelligence2019119
45Hopes and fears for intelligent machines in fiction and realityNature Machine Intelligence2019115
46Feedback GAN for DNA optimizes protein functionsNature Machine Intelligence2019114
47Enabling the future of colonoscopy with intelligent and autonomous magnetic manipulationNature Machine Intelligence2020113
48A topology-based network tree for the prediction of protein–protein binding affinity changes following mutationNature Machine Intelligence2020112
49Learning with known operators reduces maximum error boundsNature Machine Intelligence2019111
50Generative molecular design in low data regimesNature Machine Intelligence2020111