Misha Belkin

According to our database1, Misha Belkin authored at least 9 papers between 2005 and 2024.

Collaborative distances:

Timeline

2006
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2022
2024
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Bibliography

2024
Average gradient outer product as a mechanism for deep neural collapse.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

2023
Aiming towards the minimizers: fast convergence of SGD for overparametrized problems.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Restricted Strong Convexity of Deep Learning Models with Smooth Activations.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022
Transition to Linearity of General Neural Networks with Directed Acyclic Graph Architecture.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Benign, Tempered, or Catastrophic: Toward a Refined Taxonomy of Overfitting.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Benign Overfitting in Two-layer Convolutional Neural Networks.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Transition to Linearity of Wide Neural Networks is an Emerging Property of Assembling Weak Models.
Proceedings of the Tenth International Conference on Learning Representations, 2022

2006
The Geometric Basis of Semi-Supervised Learning.
Proceedings of the Semi-Supervised Learning, 2006

2005
On Manifold Regularization.
Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005


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