Landscape Connectivity and Dropout Stability of SGD Solutions for Over-parameterized Neural Networks A Shevchenko, M Mondelli 37th International Conference on Machine Learning (ICML), 2019 | 36 | 2019 |
Mean-field analysis of piecewise linear solutions for wide ReLU networks A Shevchenko, V Kungurtsev, M Mondelli Journal of Machine Learning Research 23 (130), 1-55, 2022 | 14 | 2022 |
Fundamental limits of two-layer autoencoders, and achieving them with gradient methods A Shevchenko, K Kögler, H Hassani, M Mondelli International Conference on Machine Learning, 31151-31209, 2023 | 2 | 2023 |
Compression of Structured Data with Autoencoders: Provable Benefit of Nonlinearities and Depth K Kögler, A Shevchenko, H Hassani, M Mondelli arXiv preprint arXiv:2402.05013, 2024 | | 2024 |
Scaling Matters in Deep Structured-Prediction Models A Shevchenko, A Osokin arXiv preprint arXiv:1902.11088, 2019 | | 2019 |