Peter Súkeník

CoRR, May, 2025

Wide Neural Networks Trained with Weight Decay Provably Exhibit Neural Collapse.

[BibT_eX]

[DOI]

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

Neural Collapse versus Low-rank Bias: Is Deep Neural Collapse Really Optimal?

[BibT_eX]

[DOI]

Christoph Lampert

CoRR, 2024

Neural collapse vs. low-rank bias: Is deep neural collapse really optimal?

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

Average gradient outer product as a mechanism for deep neural collapse.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Generalization In Multi-Objective Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2022

The Unreasonable Effectiveness of Fully-Connected Layers for Low-Data Regimes.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Intriguing Properties of Input-Dependent Randomized Smoothing.

[BibT_eX]

[DOI]