Algorithmic Bias Control in Deep learning

Project Information

A-B-C-Deep

Grant agreement ID: 101039436

DOI

10.3030/101039436

EC signature date 17 May 2022

Start date 1 June 2022

End date 31 May 2027

Funded under

• European Research Council (ERC)

Total cost

€ 1 500 000,00

EU contribution

€ 1 500 000,00

Coordinated by

TECHNION - ISRAEL INSTITUTE OF TECHNOLOGY
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 (13)

How do Minimum-Norm Shallow Denoisers Look in Function Space?

Author(s): Zeno, Chen; Ongie, Greg; Blumenfeld, Yaniv; Weinberger, Nir; Soudry, Daniel
Published in: NeurIPS, 2023
Publisher: NeurIPS
DOI: 10.48550/arxiv.2311.06748

The Role of Codeword-to-Class Assignments in Error-Correcting Codes: An Empirical Study

Author(s): Evron, Itay; Onn, Ophir; Orzech, Tamar Weiss; Azeroual, Hai; Soudry, Daniel
Published in: AISTAT, 2023
Publisher: AISTAT
DOI: 10.48550/arxiv.2302.05334

DropCompute: simple and more robust distributed synchronous training via compute variance reduction

Author(s): Giladi, Niv; Gottlieb, Shahar; Shkolnik, Moran; Karnieli, Asaf; Banner, Ron; Hoffer, Elad; Levy, Kfir Yehuda; Soudry, Daniel
Published in: NeurIPS, 2023
Publisher: NeurIPS
DOI: 10.48550/arxiv.2306.10598

Explore to Generalize in Zero-Shot RL

Author(s): Zisselman, Ev; Lavie, Itai; Soudry, Daniel; Tamar, Aviv
Published in: NeurIPS, 2023
Publisher: NeurIPS
DOI: 10.48550/arxiv.2306.03072

The Implicit Bias of Minima Stability in Multivariate Shallow ReLU Networks

Author(s): Nacson, Mor Shpigel; Mulayoff, Rotem; Ongie, Greg; Michaeli, Tomer; Soudry, Daniel
Published in: ICLR, 2023
Publisher: ICLR

Continual Learning in Linear Classification on Separable Data

Author(s): Evron, Itay; Moroshko, Edward; Buzaglo, Gon; Khriesh, Maroun; Marjieh, Badea; Srebro, Nathan; Soudry, Daniel
Published in: ICML, 2023
Publisher: ICML
DOI: 10.48550/arxiv.2306.03534

Towards Cheaper Inference in Deep Networks with Lower Bit-Width Accumulators

Author(s): Blumenfeld, Yaniv; Hubara, Itay; Soudry, Daniel
Published in: ICLR, 2024
Publisher: ICLR

Gradient Descent Monotonically Decreases the Sharpness of Gradient Flow Solutions in Scalar Networks and Beyond

Author(s): Kreisler, Itai; Nacson, Mor Shpigel; Soudry, Daniel; Carmon, Yair
Published in: ICML, 2023
Publisher: ICML
DOI: 10.48550/arxiv.2305.13064

Accurate Neural Training with 4-bit Matrix Multiplications at Standard Formats

Author(s): B. Chmiel, R. Banner, E. Hoffer, H. Ben Yaacov, D. Soudry
Published in: ICLR, 2023
Publisher: ICLR

The Joint Effect of Task Similarity and Overparameterization on Catastrophic Forgetting -- An Analytical Model

Author(s): Goldfarb, Daniel; Evron, Itay; Weinberger, Nir; Soudry, Daniel; Hand, Paul
Published in: ICLR, 2024
Publisher: ICLR
DOI: 10.48550/arxiv.2401.12617

Minimum Variance Unbiased N:M Sparsity for the Neural Gradients

Author(s): B. Chmiel, I. Hubara, R. Banner, D. Soudry
Published in: ICLR, 2023
Publisher: ICLR

Alias-Free Convnets: Fractional Shift Invariance via Polynomial Activations

Author(s): Michaeli, Hagay; Michaeli, Tomer; Soudry, Daniel
Published in: CVPR, 2023
Publisher: CVPR
DOI: 10.48550/arxiv.2303.08085

How Uniform Random Weights Induce Non-uniform Bias: Typical Interpolating Neural Networks Generalize with Narrow Teachers

Author(s): G. Buzaglo*, I. Harel*, M. Shpigel Nacson*, A. Brutzkus, N. Srebro, D. Soudry
Published in: ICML, 2024
Publisher: ICML