1 citations · 3 across the 3 of their papers we have counts for
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The Joint Effect of Task Similarity and Overparameterization on Catastrophic Forgetting -- An Analytical Model
Daniel Goldfarb, Itay Evron, Nir Weinberger +2
In continual learning, catastrophic forgetting is affected by multiple aspects of the tasks. Previous works have analyzed separately how forgetting is affected by either task simil…
Continual Learning in Linear Classification on Separable Data
Itay Evron, Edward Moroshko, Gon Buzaglo +4
We analyze continual learning on a sequence of separable linear classification tasks with binary labels. We show theoretically that learning with weak regularization reduces to sol…
The Role of Codeword-to-Class Assignments in Error-Correcting Codes: An Empirical Study
Itay Evron, Ophir Onn, Tamar Weiss Orzech +2
Error-correcting codes (ECC) are used to reduce multiclass classification tasks to multiple binary classification subproblems. In ECC, classes are represented by the rows of a bina…