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pro vyhledávání: '"Aerni, P"'
Autor:
Aerni, Michael, Rando, Javier, Debenedetti, Edoardo, Carlini, Nicholas, Ippolito, Daphne, Tramèr, Florian
Large language models memorize parts of their training data. Memorizing short snippets and facts is required to answer questions about the world and to be fluent in any language. But models have also been shown to reproduce long verbatim sequences of
Externí odkaz:
http://arxiv.org/abs/2411.10242
Empirical defenses for machine learning privacy forgo the provable guarantees of differential privacy in the hope of achieving higher utility while resisting realistic adversaries. We identify severe pitfalls in existing empirical privacy evaluations
Externí odkaz:
http://arxiv.org/abs/2404.17399
Classical wisdom suggests that estimators should avoid fitting noise to achieve good generalization. In contrast, modern overparameterized models can yield small test error despite interpolating noise -- a phenomenon often called "benign overfitting"
Externí odkaz:
http://arxiv.org/abs/2301.07605
Publikováno v:
Journal of Community Engagement and Scholarship, Vol 17, Iss 2 (2024)
The Broader Impacts (BI) activities required of researchers funded by the National Science Foundation (NSF) often involve public engagement, including K-12 outreach, informal science education, public exhibits and performances, advocacy and policy ch
Externí odkaz:
https://doaj.org/article/6d96a8583929468e8d25caeed695a96f
Autor:
Jerod L. Ptacin, Lina Ma, Carolina E. Caffaro, Nicole V. Acuff, Kristine Germar, Peter Severy, Yanyan Qu, Jose-Luis Vela, Xinming Cai, Kristine M. San Jose, Hans R. Aerni, David B. Chen, Ean Esche, Taylor K. Ismaili, Rob Herman, Yelena Pavlova, Michael J. Pena, Jasmine Nguyen, Lilia K. Koriazova, Laura K. Shawver, Ingrid B. Joseph, Jill Mooney, Mark Peakman, Marcos E. Milla
Publikováno v:
Communications Medicine, Vol 4, Iss 1, Pp 1-16 (2024)
Abstract Background Natural cytokines are poorly suited as therapeutics for systemic administration due to suboptimal pharmacological and pharmacokinetic (PK) properties. Recombinant human interleukin-2 (rhIL-2) has shown promise for treatment of aut
Externí odkaz:
https://doaj.org/article/224e433676bd420da232e1c317680a2d
Autor:
Amar Hisham Jaaffar, Nurshahirah Abd Majid, Saraswathy Kasavan, Aerni Isa, Mohd Nur Ruzainy Alwi, Abdul Rahman Zahari
Publikováno v:
Journal of Innovation and Entrepreneurship, Vol 13, Iss 1, Pp 1-19 (2024)
Abstract Malaysia was ranked 32nd on the Global Competitiveness Index in 2022, which denotes that the level of R&D and productivity in SMEs in Malaysia needs to be improved. Therefore, more research is needed to ensure it remains competitive in the g
Externí odkaz:
https://doaj.org/article/5becd6d763f6405d86a6656a643acc8e
Numerous recent works show that overparameterization implicitly reduces variance for min-norm interpolators and max-margin classifiers. These findings suggest that ridge regularization has vanishing benefits in high dimensions. We challenge this narr
Externí odkaz:
http://arxiv.org/abs/2108.02883
Akademický článek
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Autor:
Ch. Mahmood Anwar, Aerni Isa
Publikováno v:
Journal of Educational Management and Instruction, Vol 2, Iss 1, Pp 24-34 (2022)
The closure of schools and campuses due to the COVID-19 pandemic in the recent years has been shocking and resulted in a new learning habit from face-to-face interaction to online activities. Challenges, problems, potentials, and other attributes rel
Externí odkaz:
https://doaj.org/article/5708390d6b10424aa6d572e7a0a5a39e