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Neural Network : An Overparametrization Perspective


CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Variational Principles for Mirror Descent and Mirror Langevin Dynamics (opens in new window)

Author(s): Belinda Tzen; Anant Raj; Maxim Raginsky; Francis Bach
Published in: IEEE Signal Processing Letters and CDC, Issue 1, 2023
Publisher: IEEE
DOI: 10.1109/lcsys.2023.3274069

Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions (opens in new window)

Author(s): Raj, Anant; Zhu, Lingjiong; Gürbüzbalaban, Mert; Şimşekli, Umut
Published in: ICML, Issue 4, 2023
Publisher: PMLR
DOI: 10.48550/arxiv.2301.11885

Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent (opens in new window)

Author(s): Zhu, Lingjiong; Gurbuzbalaban, Mert; Raj, Anant; Simsekli, Umut
Published in: Neurips, Issue 2, 2023
Publisher: Neurips
DOI: 10.48550/arxiv.2305.12056

Explicit Regularization in Overparametrized Models via Noise Injection (opens in new window)

Author(s): Orvieto, Antonio; Raj, Anant; Kersting, Hans; Bach, Francis
Published in: AISTATS, Issue 1, 2023
Publisher: PMLR
DOI: 10.48550/arxiv.2206.04613

Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares (opens in new window)

Author(s): Raj, Anant; Barsbey, Melih; Gürbüzbalaban, Mert; Zhu, Lingjiong; Şimşekli, Umut
Published in: ALT, Issue 3, 2023
Publisher: PMLR
DOI: 10.48550/arxiv.2206.01274

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