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 | 424 | 2020 |

Breaking the coherence barrier: A new theory for compressed sensing B Adcock, AC Hansen, C Poon, B Roman Forum of Mathematics, Sigma 5, 2017 | 354 | 2017 |

On instabilities of deep learning in image reconstruction-does ai come at a cost? V Antun, F Renna, C Poon, B Adcock, AC Hansen arXiv preprint arXiv:1902.05300, 2019 | 72 | 2019 |

Beyond consistent reconstructions: optimality and sharp bounds for generalized sampling, and application to the uniform resampling problem B Adcock, AC Hansen, C Poon SIAM Journal on Mathematical Analysis 45 (5), 3132-3167, 2013 | 66 | 2013 |

On the role of total variation in compressed sensing C Poon SIAM Journal on Imaging Sciences 8 (1), 682-720, 2015 | 58 | 2015 |

Geometric properties of solutions to the total variation denoising problem A Chambolle, V Duval, G Peyré, C Poon Inverse Problems 33 (1), 015002, 2016 | 53 | 2016 |

Multidimensional sparse super-resolution C Poon, G Peyré SIAM Journal on Mathematical Analysis 51 (1), 1-44, 2019 | 41 | 2019 |

On optimal wavelet reconstructions from Fourier samples: linearity and universality of the stable sampling rate B Adcock, AC Hansen, C Poon Applied and Computational Harmonic Analysis 36 (3), 387-415, 2014 | 41 | 2014 |

Local convergence properties of SAGA/Prox-SVRG and acceleration C Poon, J Liang, C Schoenlieb International Conference on Machine Learning, 4124-4132, 2018 | 38 | 2018 |

A consistent and stable approach to generalized sampling C Poon Journal of Fourier Analysis and Applications 20, 985-1019, 2014 | 31* | 2014 |

Trajectory of alternating direction method of multipliers and adaptive acceleration C Poon, J Liang Advances in Neural Information Processing Systems 32, 2019 | 30 | 2019 |

The geometry of off-the-grid compressed sensing C Poon, N Keriven, G Peyré Foundations of Computational Mathematics 23 (1), 241-327, 2023 | 25* | 2023 |

Support localization and the fisher metric for off-the-grid sparse regularization C Poon, N Keriven, G Peyré The 22nd International Conference on Artificial Intelligence and Statistics …, 2019 | 21 | 2019 |

A practical guide to the recovery of wavelet coefficients from Fourier measurements M Gataric, C Poon SIAM Journal on Scientific Computing 38 (2), A1075-A1099, 2016 | 19 | 2016 |

Sampling the Fourier transform along radial lines C Dossal, V Duval, C Poon SIAM Journal on Numerical Analysis 55 (6), 2540-2564, 2017 | 17 | 2017 |

Structure dependent sampling in compressed sensing: theoretical guarantees for tight frames C Poon Applied and Computational Harmonic Analysis 42 (3), 402-451, 2017 | 16 | 2017 |

Geometry of first-order methods and adaptive acceleration C Poon, J Liang arXiv preprint arXiv:2003.03910, 2020 | 10 | 2020 |

Spectral study of the Laplace–Beltrami operator arising in the problem of acoustic wave scattering by a quarter-plane RC Assier, C Poon, N Peake The Quarterly Journal of Mechanics and Applied Mathematics 69 (3), 281-317, 2016 | 10 | 2016 |

Smooth bilevel programming for sparse regularization C Poon, G Peyré Advances in Neural Information Processing Systems 34, 1543-1555, 2021 | 9 | 2021 |

On the total variation Wasserstein gradient flow and the TV-JKO scheme G Carlier, C Poon ESAIM: Control, Optimisation and Calculus of Variations 25, 42, 2019 | 9 | 2019 |