Research graph
References from Safety-Relevant Biomedical Machine Learning Should Adopt Stability-First Reporting. Local targets link to admitted publications; unresolved targets remain external evidence.
10.3389/fdgth.2021.645232
10.3389/fdgth.2021.645232 · External reference
10.1016/j.eng.2019.08.015
10.1016/j.eng.2019.08.015 · External reference
10.1038/s43856-024-00492-0
10.1038/s43856-024-00492-0 · External reference
10.1186/s12911-024-02830-7
10.1186/s12911-024-02830-7 · External reference
10.1056/nejmc2104626
10.1056/nejmc2104626 · External reference
10.1001/jamanetworkopen.2025.13685
10.1001/jamanetworkopen.2025.13685 · External reference
10.1016/j.ijmedinf.2025.105970
10.1016/j.ijmedinf.2025.105970 · External reference
Current validation practice undermines surgical AI development
2025 · External reference
Shortcut learning in deep neural networks
10.1038/s42256-020-00257-z · 2020 · External reference
10.1093/brain/awu133
10.1093/brain/awu133 · External reference
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Seizure prediction — ready for a new era
10.1038/s41582-018-0055-2 · 2018 · External reference
Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study
10.1371/journal.pmed.1002683 · 2018 · External reference
Foundation models in healthcare require rethinking reliability
10.1038/s42256-024-00924-5 · 2024 · External reference
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10.1038/nature14539
10.1038/nature14539 · External reference
10.1016/j.compbiomed.2018.05.019
10.1016/j.compbiomed.2018.05.019 · External reference
Rnn-based models for predicting seizure onset in epileptic patients
2024 · External reference
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Mimic-iii, a freely accessible critical care database
10.1038/sdata.2016.35 · 2016 · External reference
Recurrent neural networks for multivariate time series with missing values
10.1038/s41598-018-24271-9 · 2018 · External reference
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10.1523/jneurosci.6309-09.2010
10.1523/jneurosci.6309-09.2010 · External reference
Critical slowing down as a biomarker for seizure susceptibility
10.1038/s41467-020-15908-3 · 2020 · External reference
Concrete problems in ai safety
2016 · External reference
Understanding gradient descent on edge of stability in deep learning
2022 · External reference
Trajectory alignment: Understanding the edge of stability phenomenon via bifurcation theory
2023 · External reference
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Decoupled weight decay regularization
2019 · External reference
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2017 · External reference
Sharpness-aware minimization for efficiently improving generalization
2021 · External reference
Gcsam: Gradient centralized sharpness aware minimization
2025 · External reference
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2025 · External reference
Machine Learning for Healthcare Wearable Devices: The Big Picture
2022 · External reference
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2025 · External reference
10.1016/s0006-3495(61)86902-6
10.1016/s0006-3495(61)86902-6 · External reference
Medmnist v2 - a large-scale lightweight benchmark for 2d and 3d biomedical image classification
10.1038/s41597-022-01721-8 · 2023 · External reference
Robustness tests for biomedical foundation models should tailor to specifications
10.1038/s41746-025-01926-2 · 2025 · External reference
10.1214/aoms/1177729586
10.1214/aoms/1177729586 · External reference
10.1017/cbo9780511804441
10.1017/cbo9780511804441 · External reference
10.1007/978-1-4419-8853-9
10.1007/978-1-4419-8853-9 · External reference
10.1109/jrproc.1962.288235
10.1109/jrproc.1962.288235 · External reference
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10.1145/3097983.3097997
10.1145/3097983.3097997 · External reference
10.35841/biomedicalresearch.30-19-267
10.35841/biomedicalresearch.30-19-267 · External reference
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10.1038/nature08227
10.1038/nature08227 · External reference
10.1371/journal.pone.0041010
10.1371/journal.pone.0041010 · External reference
An Algorithmic Introduction to Numerical Simulation of Stochastic Differential Equations
10.1137/s0036144500378302 · 2001 · External reference
10.1093/biomet/10.4.507
10.1093/biomet/10.4.507 · External reference
10.1016/8756-3282(93)90245-6
10.1016/8756-3282(93)90245-6 · External reference
10.1109/tmi.2010.2046908
10.1109/tmi.2010.2046908 · External reference
Second-order regression models exhibit progressive sharpening to the edge of stability
2022 · External reference
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10.1201/9780429399640
10.1201/9780429399640 · External reference
10.1515/9780691221793
10.1515/9780691221793 · External reference
10.1038/35065745
10.1038/35065745 · External reference
10.1152/physiologyonline.1991.6.2.87
10.1152/physiologyonline.1991.6.2.87 · External reference
10.1001/jama.1992.03480130122036
10.1001/jama.1992.03480130122036 · External reference
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10.7551/mitpress/2526.001.0001
10.7551/mitpress/2526.001.0001 · External reference
Some methods of speeding up the convergence of iteration methods
10.1016/0041-5553(64)90137-5 · 1964 · External reference
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Symbolic discovery of optimization algorithms
2023 · External reference
Adan: Adaptive nesterov momentum algorithm for faster optimizing deep models
10.1109/tpami.2024.3423382 · 2024 · External reference
Large batch training of convolutional networks
2017 · External reference
Sophia: A scalable stochastic second-order optimizer for language model pre-training
2023 · External reference
Muon is scalable for llm training
2025 · External reference
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2020 · External reference
Ranger21: a synergistic deep learning optimizer
2021 · External reference
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10.1162/neco.1997.9.1.1
10.1162/neco.1997.9.1.1 · External reference
