Misha Belkin

According to our database, Misha Belkin authored at least 8 papers between 2005 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

Aiming towards the minimizers: fast convergence of SGD for overparametrized problems.

Chaoyue Liu, Dmitriy Drusvyatskiy, Misha Belkin, Damek Davis, Yi-An Ma

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.

Arindam Banerjee, Pedro Cisneros-Velarde, Libin Zhu, Misha Belkin

Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022

Transition to Linearity of General Neural Networks with Directed Acyclic Graph Architecture.

Libin Zhu, Chaoyue Liu, Misha Belkin

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.

Neil Mallinar, James B. Simon, Amirhesam Abedsoltan, Parthe Pandit, Misha Belkin, Preetum Nakkiran

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.

Yuan Cao, Zixiang Chen, Misha Belkin, Quanquan Gu

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.

Chaoyue Liu, Libin Zhu, Misha Belkin

Proceedings of the Tenth International Conference on Learning Representations, 2022

2006

The Geometric Basis of Semi-Supervised Learning.

Vikas Sindhwani, Misha Belkin, Partha Niyogi

Proceedings of the Semi-Supervised Learning, 2006

2005

On Manifold Regularization.

Misha Belkin, Partha Niyogi, Vikas Sindhwani

Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005