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pro vyhledávání: '"Evron, A."'
We study the overfitting behavior of fully connected deep Neural Networks (NNs) with binary weights fitted to perfectly classify a noisy training set. We consider interpolation using both the smallest NN (having the minimal number of weights) and a r
Externí odkaz:
http://arxiv.org/abs/2410.19092
A business process model represents the expected behavior of a set of process instances (cases). The process instances may be executed in parallel and may affect each other through data or resources. In particular, changes in values of data shared by
Externí odkaz:
http://arxiv.org/abs/2401.16584
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 similarity or overparameterization. In contrast, our paper examines how tas
Externí odkaz:
http://arxiv.org/abs/2401.12617
Autor:
Evron, Itay, Moroshko, Edward, Buzaglo, Gon, Khriesh, Maroun, Marjieh, Badea, Srebro, Nathan, Soudry, Daniel
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 solving a sequential max-margin problem, corresponding to a special case
Externí odkaz:
http://arxiv.org/abs/2306.03534
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 binary matrix, corresponding to codewords in a codebook. Codebooks are com
Externí odkaz:
http://arxiv.org/abs/2302.05334
Publikováno v:
35th Annual Conference on Learning Theory (2022)
To better understand catastrophic forgetting, we study fitting an overparameterized linear model to a sequence of tasks with different input distributions. We analyze how much the model forgets the true labels of earlier tasks after training on subse
Externí odkaz:
http://arxiv.org/abs/2205.09588
Autor:
Peleg-Evron, Or, Wirzeberger, Dana, Davidovich-Pinhas, Maya, Cometa, Stefania, De Giglio, Elvira, Bianco-Peled, Havazelet
Publikováno v:
In International Journal of Biological Macromolecules November 2024 279 Part 4
Publikováno v:
In Quaternary Geochronology October 2024 84
Autor:
Belli, Chiara, Weinstein-Evron, Mina, Caracuta, Valentina, Nadel, Dani, Yeshurun, Reuven, Regev, Lior, Boaretto, Elisabetta, Yaroshevich, Alla
Publikováno v:
In Journal of Archaeological Science: Reports September 2024 57
Publikováno v:
In Palaeogeography, Palaeoclimatology, Palaeoecology 15 August 2024 648