Benoit Dherin

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 17

Top Topics

Smoothing Parameter

Top Venues

Publications

Michael Munn, Benoit Dherin, Javier Gonzalvo
The Impact of Geometric Complexity on Neural Collapse in Transfer Learning. CoRR (2024)
Benoit Dherin, Mihaela Rosca
Corridor Geometry in Gradient-Based Optimization. CoRR (2024)
Michael Munn, Benoit Dherin, Javier Gonzalvo
A Margin-based Multiclass Generalization Bound via Geometric Complexity. CoRR (2024)
Michael Munn, Benoit Dherin, Javier Gonzalvo
A margin-based multiclass generalization bound via geometric complexity. TAG-ML (2023)
Benoit Dherin
Implicit biases in multitask and continual learning from a backward error analysis perspective. CoRR (2023)
Benoit Dherin, Huiyi Hu, Jie Ren, Michael W. Dusenberry, Balaji Lakshminarayanan
Morse Neural Networks for Uncertainty Quantification. CoRR (2023)
Mihaela Rosca, Yan Wu, Chongli Qin, Benoit Dherin
On a continuous time model of gradient descent dynamics and instability in deep learning. CoRR (2023)
Mihaela Rosca, Yan Wu, Chongli Qin, Benoit Dherin
On a continuous time model of gradient descent dynamics and instability in deep learning. Trans. Mach. Learn. Res. 2023 (2023)
Benoit Dherin, Michael Munn, Mihaela Rosca, David G. T. Barrett
Why neural networks find simple solutions: the many regularizers of geometric complexity. CoRR (2022)
Benoit Dherin, Michael Munn, Mihaela Rosca, David Barrett
Why neural networks find simple solutions: The many regularizers of geometric complexity. NeurIPS (2022)
Samuel L. Smith, Benoit Dherin, David G. T. Barrett, Soham De
On the Origin of Implicit Regularization in Stochastic Gradient Descent. ICLR (2021)
Samuel L. Smith, Benoit Dherin, David G. T. Barrett, Soham De
On the Origin of Implicit Regularization in Stochastic Gradient Descent. CoRR (2021)
Mihaela Rosca, Yan Wu, Benoit Dherin, David Barrett
Discretization Drift in Two-Player Games. ICML (2021)
David G. T. Barrett, Benoit Dherin
Implicit Gradient Regularization. ICLR (2021)
Benoit Dherin, Micheal Munn, David G. T. Barrett
The Geometric Occam's Razor Implicit in Deep Learning. CoRR (2021)
Mihaela Rosca, Yan Wu, Benoit Dherin, David G. T. Barrett
Discretization Drift in Two-Player Games. CoRR (2021)
David G. T. Barrett, Benoit Dherin
Implicit Gradient Regularization. CoRR (2020)