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Alexander Shevchenko
Alexander Shevchenko
PhD Student, IST Austria
Dirección de correo verificada de ist.ac.at
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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
362019
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
132022
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
22023
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
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Artículos 1–5