Cascade Processes for Sparse Machine Learning

Project Information

SPARSE-ML

Grant agreement ID: 101116395

DOI

10.3030/101116395

EC signature date 25 October 2023

Start date 1 December 2023

End date 30 November 2028

Funded under

• European Research Council (ERC)

Total cost

€ 1 499 285,00

EU contribution

€ 1 499 285,00

Coordinated by

CISPA - HELMHOLTZ-ZENTRUM FUR INFORMATIONSSICHERHEIT GGMBH
Germany

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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 (17)

Pay Attention to Small Weights

Author(s): Chao Zhou et al.
Published in: 2025
Publisher: Neural Information Processing Systems Foundatio
DOI: 10.48550/ARXIV.2506.21374

Masks, Signs, And Learning Rate Rewinding.

Author(s): Advait Gadhikar; Rebekka Burkholz
Published in: CoRR, 2024
Publisher: International Conference on Learning Representations (ICLR)
DOI: 10.60882/CISPA.26808280

When Shift Happens - Confounding Is to Blame

Author(s): Abbavaram Gowtham Reddy et al.
Published in: 2026
Publisher: International Conference on Learning Representations (ICLR)
DOI: 10.60882/CISPA.31150255

The Graphon Limit Hypothesis: Understanding Neural Network Pruning via Infinite Width Analysis

Author(s): Hoang Pham et al.
Published in: 2025
Publisher: eural Information Processing Systems Foundation
DOI: 10.60882/CISPA.31170061

Pruning neural network models for gene regulatory dynamics using data and domain knowledge

Author(s): Rebekka Burkholz, Jonas Fischer, Intekhab Hossain, John Quackenbush
Published in: Advances in Neural Information Processing Systems 37, 2025
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-3732

HAM: A Hyperbolic Step to Regulate Implicit Bias

Author(s): Tom Jacobs et al
Published in: 2026
Publisher: International Con-ference on Learning Representations (ICLR)
DOI: 10.48550/ARXIV.2506.02630

Batch Normalization Is Su!cient for Universal Function Approximation in CNNs

Author(s): Rebekka Burkholz
Published in: 2024
Publisher: International Conference on Learning Representations (ICLR)
DOI: 10.60882/CISPA.26892709

GATE: How to Keep Out Intrusive Neighbors

Author(s): Nimrah Mustafa; Rebekka Burkholz
Published in: CoRR, 2024
Publisher: ML Research Press
DOI: 10.60882/CISPA.27195786.V1

Boosting for Predictive Su!ciency

Author(s): Abbavaram Gowtham Reddy et al
Published in: 2026
Publisher: International Con-ference on Learning Representations (ICLR)
DOI: 10.60882/CISPA.31150249

Spectral Graph Pruning Against Over-Squashing and Over-Smoothing

Author(s): Rebekka Burkholz, Adarsh Jamadandi, Celia Rubio-Madrigal
Published in: Advances in Neural Information Processing Systems 37, 2024
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.52202/079017-0331

Dynamic Rescaling for Training GNNs

Author(s): Rebekka Burkholz, Nimrah Mustafa
Published in: Advances in Neural Information Processing Systems 37, 2024
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.60882/CISPA.31169848

Frequency-Based Hyperparameter Selection in Games

Author(s): Aniket Sanyal et al.
Published in: 2026
Publisher: ML Research Press (PMLR)
DOI: 10.60882/CISPA.31157677

GNNS GETTING COMFY: COMMUNITY AND FEATURE SIMILARITY GUIDED REWIRING

Author(s): Celia Rubio-Madrigal, Adarsh Jamadandi, and Rebekka Burkholz
Published in: 2025
Publisher: International Conference on Learning Representations
DOI: 10.60882/CISPA.28731815

Never Saddle Down for Reparameterized Steep-est Desc

Author(s): Tom Jacobs, Chao Zhou, and Rebekka Burkholz
Published in: 2026
Publisher: nternational Conference on Learning Representations (ICLR)
DOI: 10.60882/CISPA.31171063

Mirror, Mirror of the Flow: How Does Regular-ization Shape Implicit Bias?

Author(s): Tom Jacobs, Chao Zhou, and Rebekka Burkholz
Published in: 2025
Publisher: Modern Language Association of America (PMLA)
DOI: 10.60882/CISPA.31169938

Mask in the Mirror: Implicit Sparsification

Author(s): Tom Jacobs and Rebekka Burkholz
Published in: 2025
Publisher: International Conference on Learning Representations (ICLR)
DOI: 10.60882/CISPA.31169785

Sign-In to the Lottery: Reparameterizing Sparse Training

Author(s): Advait Gadhikar et al.
Published in: 2025
Publisher: Conference on Neural Information Processing Systems (NeurIPS)
DOI: 10.60882/CISPA.31169662

Peer reviewed articles (1)

Are GATs Out of Balance?

Author(s): Nimrah Mustafa; Aleksandar Bojchevski; Rebekka Burkholz
Published in: CoRR, 2023, ISSN 1049-5258
Publisher: NeurIPS Foundation
DOI: 10.60882/CISPA.25887262.V1