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

1 499 285,00

Coordinated by

CISPA - HELMHOLTZ-ZENTRUM FUR INFORMATIONSSICHERHEIT GGMBH
Germany

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

Robustness of Mixtures of Experts to Feature Noise

Author(s): Dong Sun; Rahul Nittala; Rebekka Burkholz
Published in: Forty-third International Conference on Machine Learning, 2026, Issue 43, 2026
Publisher: arXiv
DOI: 10.60882/CISPA.32771433

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

Author(s): Intekhab Hossain, Jonas Fischer, Rebekka Burkholz, John Quackenbush
Published in: Advances in Neural Information Processing Systems 37, 2024
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.60882/CISPA.31169941

Bridging Domains through Subspace-Aware Model Merging

Author(s): Levy Chaves; Chao Zhou; Rebekka Burkholz; Eduardo Valle; Andra Avila
Published in: IEEE Conference on Computer Vision and Pattern Recognition, 2026, 2026
Publisher: Computer Vision Foundation (CVF) / IEEE

Are GATs Out of Balance?

Author(s): Nimrah Mustafa; Aleksandar Bojchevski; Rebekka Burkholz
Published in: Thirty-seventh Conference on Neural Information Processing Systems, 2023, Issue 37, 2023, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.60882/CISPA.25233052

Masks, Signs, And Learning Rate Rewinding.

Author(s): Advait Gadhikar; Rebekka Burkholz
Published in: The Twelfth International Conference on Learning Representations, 2024, Issue 12, 2024
Publisher: ICLR
DOI: 10.60882/CISPA.26808280

Fixed Aggregation Features Can Rival GNNs

Author(s): Celia Rubio-Madrigal; Rebekka Burkholz
Published in: Forty-third International Conference on Machine Learning, 2026, Issue 43, 2026
Publisher: PMLR
DOI: 10.60882/CISPA.32771526

When Shift Happens - Confounding Is to Blame

Author(s): Abbavaram Gowtham Reddy; Celia Rubio-Madrigal; Rebekka Burkholz; Krikamol Muandet
Published in: The Fourteenth International Conference on Learning Representations, 2026, Issue 14, 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; The-Anh Ta; Tom Jacobs; Rebekka Burkholz; Long Tran-Thanh
Published in: The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025, Issue 39, 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

Spectral Graph Pruning Against Over-Squashing and Over-Smoothing

Author(s): Adarsh Jamadandi, Celia Rubio-Madrigal, Rebekka Burkholz
Published in: Advances in Neural Information Processing Systems 37, 2026
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)
DOI: 10.60882/CISPA.31169929

SparseOpt: Addressing Normalization-induced Gradient Skew in Sparse Training

Author(s): Mohammed Adnan; Rohan Jain; Tom Jacobs; Ekansh Sharma; Rahul G Krishnan; Rebekka Burkholz; Yani Ioannou
Published in: Forty-third International Conference on Machine Learning, 2026, Issue 43, 2026
Publisher: OpenReview
DOI: 10.60882/CISPA.32771370

Linear GCNs Need Better Bias, Not More Expressive Power

Author(s): Celia Rubio-Madrigal; Rebekka Burkhol
Published in: Workshop on Graph Foundation Models: A New Era for Graph Machine Learning (GFM) @ ICML, 2026, 2026
Publisher: OpenReview
DOI: 10.60882/CISPA.32771808

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

Hyperbolic Aware Minimization: Implicit Bias for Sparsity

Author(s): Tom Jacobs; Advait Gadhikar; Celia Rubio-Madrigal; Rebekka Burkholz
Published in: The Fourteenth International Conference on Learning Representations, 2026, Issue 41, 2026
Publisher: arXiv
DOI: 10.60882/CISPA.31229218

Multi-Agent Systems are Mixtures of Experts: Who Becomes an Influencer?

Author(s): Franka Bause; Jonas Niederle; Martin Pawelczyk; Rebekka Burkholz
Published in: Workshop on Compositional Learning: Safety, Interpretability, and Agents (CompLearn) @ ICML, 2026, 2026
Publisher: arXiv
DOI: 10.60882/CISPA.32771649

HORST: Composing Optimizer Geometries for Sparse Transformer Training

Author(s): Tom Jacobs; Rohan Jain; Rebekka Burkholz
Published in: Workshop on High-dimensional Learning Dynamics (HiLD) @ ICML, 2026, 2026
Publisher: arXiv
DOI: 10.60882/CISPA.32771553

Batch normalization is sufficient for universal function approximation in CNNs

Author(s): Rebekka Burkholz
Published in: The Twelfth International Conference on Learning Representations, 2024, Issue 12, 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: Forty-first International Conference on Machine Learning, 2024, Issue 41, 2024
Publisher: PMLR
DOI: 10.60882/CISPA.27195786

Continuous Sparsification via Minimizing Movement

Author(s): Hoang Pham; Tom Jacobs; Binh Nguyen; Rebekka Burkholz; Long Tran-Thanh
Published in: Workshop on High-dimensional Learning Dynamics (HiLD) @ ICML, 2026, 2026
Publisher: PMLR
DOI: 10.60882/CISPA.32771496

Prune to Protect: Faster Training and Enhanced Privacy by Dynamic Data Pruning

Author(s): Chinmay Joshi; Advait Gadhikar; Celia Rubio-Madrigal; Aneet Kumar Dutta; Mridula Singh; Rebekka Burkholz
Published in: Workshop on The Impact of Memorization on Trustworthy Foundation Models (MemFM) @ ICML, 2026, 2026
Publisher: OpenReview
DOI: 10.60882/CISPA.32771721

Boosting for Predictive Sufficiency

Author(s): Abbavaram Gowtham Reddy; Rajeev Verma; Celia Rubio-Madrigal; Krikamol Muandet; Rebekka Burkholz
Published in: The Fourteenth International Conference on Learning Representations, 2026, Issue 14, 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

Edge-LLMs: Edge-Device Large Language Model Competition

Author(s): Shiwei Liu; Kai Han; Adriana Fernandez-Lopez; Ajay Kumar Jaiswal; Zahra Atashgahi; Boqian Wu; Edoardo Ponti; Callie Hao; Rebekka Burkholz; Olga Saukh; Lu Yin; Andreas Zinonos; Tianjin Huang; Jared Tanner; Yunhe Wang
Published in: NeurIPS 2024 Competition Track, 2024, Issue 38, 2024
Publisher: NeurIPS

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

Don't Trust Stubborn Neighbors: A Security Framework for Agentic Networks

Author(s): Samira Abedini; Sina Mavali; Lea Schönherr; Martin Pawelczyk; Rebekka Burkholz
Published in: Workshop on Compositional Learning: Safety, Interpretability, and Agents (CompLearn) @ ICML, 2026, 2026
Publisher: PMLR
DOI: 10.60882/CISPA.32771607

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; Rebekka Burkholz
Published in: The Thirteenth International Conference on Learning Representations, 2025, Issue 13, 2025
Publisher: International Conference on Learning Representations
DOI: 10.60882/CISPA.28731815

Never Saddle for Reparameterized Steepest Descent as Mirror Flow

Author(s): Tom Jacobs, Chao Zhou, and Rebekka Burkholz
Published in: The Fourteenth International Conference on Learning Representations, 2026, Issue 14, 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: Forty-second International Conference on Machine Learning, 2025, Issue 42, 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: The Thirteenth International Conference on Learning Representations, 2025, Issue 13, 2025
Publisher: arXiv
DOI: 10.60882/CISPA.31169785

Sign-In to the Lottery: Reparameterizing Sparse Training

Author(s): Advait Gadhikar; Tom Jacobs; Chao Zhou; Rebekka Burkholz
Published in: The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025, Issue 39, 2025
Publisher: Conference on Neural Information Processing Systems (NeurIPS)
DOI: 10.60882/CISPA.31169662

Sex differences in gene regulation and its impact on cancer incidence

Author(s): Camila M. Lopes-Ramos, Rebekka Burkholz, Marouen Ben Guebila, Viola Fanfani, Enakshi Saha, Katherine H. Shutta, Kimberly Glass, John Quackenbush, Dawn L. DeMeo
Published in: iScience, Issue 29, 2026, ISSN 2589-0042
Publisher: Elsevier BV
DOI: 10.60882/CISPA.32323656

Biologically informed NeuralODEs for genome-wide regulatory dynamics

Author(s): Intekhab Hossain, Viola Fanfani, Jonas Fischer, John Quackenbush, Rebekka Burkholz
Published in: Genome Biology, Issue 25, 2024, ISSN 1474-760X
Publisher: Springer Science and Business Media LLC
DOI: 10.60882/CISPA.25469869

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