On instabilities of deep learning in image reconstruction and the potential costs of AI V Antun, F Renna, C Poon, B Adcock, AC Hansen Proceedings of the National Academy of Sciences 117 (48), 30088-30095, 2020 | 340* | 2020 |
The troublesome kernel: why deep learning for inverse problems is typically unstable NM Gottschling, V Antun, B Adcock, AC Hansen arXiv preprint arXiv:2001.01258, 2020 | 57 | 2020 |
The difficulty of computing stable and accurate neural networks: On the barriers of deep learning and Smale’s 18th problem MJ Colbrook, V Antun, AC Hansen Proceedings of the National Academy of Sciences 119, 2022 | 39* | 2022 |
Uniform recovery in infinite-dimensional compressed sensing and applications to structured binary sampling B Adcock, V Antun, AC Hansen Applied and Computational Harmonic Analysis 55, 1-40, 2021 | 14 | 2021 |
Coherence estimates between hadamard matrices and daubechies wavelets V Antun University of Oslo, 2016 | 13 | 2016 |
What do AI algorithms actually learn?-On false structures in deep learning L Thesing, V Antun, AC Hansen arXiv preprint arXiv:1906.01478, 2019 | 7 | 2019 |
On instabilities of deep learning in image reconstruction-Does AI come at a cost? arXiv 2019 V Antun, F Renna, C Poon, B Adcock, AC Hansen arXiv preprint arXiv:1902.05300, 0 | 6 | |
On assessing trustworthy AI in healthcare. Machine learning as a supportive tool to recognize cardiac arrest in emergency calls RV Zicari, J Brusseau, SN Blomberg, HC Christensen, M Coffee, ... Frontiers in Human Dynamics, 30, 2021 | 5 | 2021 |
On the Unification of Schemes and Software for Wavelets on the Interval V Antun, Ĝ Ryan Acta Applicandae Mathematicae 173 (1), 1-25, 2021 | 2 | 2021 |
Uniform recovery guarantees for Hadamard sampling and wavelet reconstruction V Antun, B Adcock, A Hansen, Ĝ Ryan Signal Processing with Adaptive Sparse Structured Representations workshop …, 2017 | 1 | 2017 |
On the existence of stable and accurate neural networks for image reconstruction MJ Colbrook, V Antun, AC Hansen | 1 | 2009 |
Recovering wavelet coefficients from binary samples using fast transforms V Antun SIAM Journal on Scientific Computing 44 (3), A1315-A1336, 2022 | | 2022 |
Stability and accuracy in compressive sensing and deep learning V Antun University of Oslo, 2020 | | 2020 |
On Assessing Trustworthy AI in Healthcare. Machine Learning as a Supportive Tool to Recognize Cardiac Arrest in Emergency Calls R Pareschi, F Rossi, VL Lemieux, RV Zicari, RV Zicari, J Brusseau, ... | | |
Uniform recovery guarantees for Walsh sampling and wavelet reconstruction V Antun, B Adcock, A Hansen Book of Abstracts ENUMATH 2017, 71, 0 | | |