Foundations of Generalization

Project Information

FoG

Grant agreement ID: 101116258

DOI

10.3030/101116258

EC signature date 17 October 2023

Start date 1 January 2024

End date 31 December 2028

Funded under

• European Research Council (ERC)

Total cost

€ 1 419 375,00

EU contribution

€ 1 419 375,00

Coordinated by

TEL AVIV UNIVERSITY
Israel

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

Conference proceedings (7)

Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization

Author(s): Idan Attias; Gintare Karolina Dziugaite; Mahdi Haghifam; Roi Livni; Daniel M. Roy 0001
Published in: Internation Conference on Machine Learning, 2024
Publisher: PMLR

Can Copyright be Reduced to Privacy?

Author(s): Elkin-Koren, Niva; Hacohen, Uri; Livni, Roi; Moran, Shay
Published in: ITCS, 2024
Publisher: Schloss Dagstuhl - Leibniz-Zentrum fur Informatik
DOI: 10.4230/LIPICS.FORC.2024.3

Rapid Overfitting of Multi-Pass Stochastic Gradient Descent in Stochastic Convex Optimization

Author(s): Shira Vansover-Hager and Tomer Koren and Roi Livni
Published in: International Conference in Machine Learning, 2025
Publisher: PMLR

On Traceability in Stochastic Convex Optimization

Author(s): Sasha Voitovych, Mahdi Haghifam, Idan Attias, Gintare Karolina Dziugaite, Roi Livni, Dan Roy
Published in: Neural Information Processing, 2025
Publisher: Neural Information Processing

Making Progress Based on False Discoveries

Author(s): Livni, Roi
Published in: Innovations in Theoretical Computer Science Conference, {ITCS}, 2024
Publisher: Schloss Dagstuhl - Leibniz-Zentrum fur Informatik
DOI: 10.4230/LIPICS.ITCS.2024.76

The Sample Complexity of Gradient Descent in Stochastic Convex Optimization

Author(s): Roi Livni
Published in: Advances in Neural Information Processing Systems 37, 2024
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-2048

Credit Attribution and Stable Compression

Author(s): Roi Livni; Shay Moran; Kobbi Nissim; Chirag Pabbaraju
Published in: Advances in Neural Information Processing Systems 37, 2024
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.48550/ARXIV.2406.15916