| Spurious valleys in one-hidden-layer neural network optimization landscapes L Venturi, AS Bandeira, J Bruna Journal of Machine Learning Research 20 (133), 1-34, 2019 | 234* | 2019 |
| On the sample complexity of learning with geometric stability A Bietti, L Venturi, J Bruna Advances in Neural Information Processing Systems (NeurIPS), 2021 | 84* | 2021 |
| A weighted POD method for elliptic PDEs with random inputs L Venturi, F Ballarin, G Rozza Journal of Scientific Computing 81 (1), 136–153, 2019 | 36 | 2019 |
| Depth separation beyond radial functions L Venturi, S Jelassi, T Ozuch, J Bruna Journal of Machine Learning Research 23, 1-56, 2021 | 23 | 2021 |
| Diffusion-Based Sampling for Deep Active Learning D Kushnir, L Venturi 2023 International Conference on Sampling Theory and Applications (SampTA), 1-9, 2023 | 21* | 2023 |
| Depth separation for reduced deep networks in nonlinear model reduction: Distilling shock waves in nonlinear hyperbolic problems D Rim, L Venturi, J Bruna, B Peherstorfer arXiv preprint arXiv:2007.13977, 2020 | 17 | 2020 |
| Weighted reduced order methods for parametrized partial differential equations with random inputs L Venturi, D Torlo, F Ballarin, G Rozza Uncertainty Modeling for Engineering Applications, 27-40, 2019 | 17 | 2019 |
| Multilevel Stein variational gradient descent with applications to Bayesian inverse problems T Alsup, L Venturi, B Peherstorfer Mathematical and Scientific Machine Learning, 93-117, 2022 | 9 | 2022 |
| Methods and apparatuses for training neural networks D Kushnir, L Venturi US Patent App. 16/987,892, 2021 | 8 | 2021 |
| Weighted reduced order methods for parametrized PDEs in uncertainty quantification problems L Venturi International School for Advanced Studies (SISSA), University of Trieste, 2016 | 4 | 2016 |
| Architectural properties of neural networks for function approximation L Venturi New York University, 2021 | 2 | 2021 |
Joan BrunaProfessor of Computer Science, Data Science & Mathematics (aff), Courant Institute and CDS, NYUVerified email at cims.nyu.edu
