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Itay Evron

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Articles by Itay Evron

Computer Science > Machine Learning

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By Gon Buzaglo, Itay Evron, Daniel Soudry
| arXiv
We characterize weakly regularized continual classification in homogeneous models as sequential projections onto task margin sets. This result generalizes prior analyses restricted to either stationary (single-task) deep models or continual linear models. We show that global convergence generally fails, even for simple models linear in data but nonlinear in parameters.
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[2401.12617] The Joint Effect of Task Similarity and Overparameterization on Catastrophic Forgetting -- An Analytical Model

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By Nir Weinberger, Daniel Soudry, Paul Hand, Itay Evron
| arXiv
arXiv:2401.12617 (cs) [Submitted on 23 Jan 2024 (v1), last revised 24 Jan 2024 (this version, v2)] Download PDF Comments: Subjects: Machine Learning (cs.LG) Cite as: arXiv:2401.12617 [cs.LG] (or arXiv:2401.12617v2 [cs.LG] for this version) https://doi.org/10.48550/arXiv.2401.12617 Submission history From: Itay Evron [ view email] [v1] Tue, 23 Jan 2024 10:16:44 UTC (2,266 KB) [v2] Wed, 24 Jan 2024 12:49:24 UTC (2,266 KB) Bibliographic Tools Bibliographic Explorer Toggle Bibliographic Explorer...
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