ML Theory @ GT

Machine learning theory reading group at Georgia Tech

This is the website for the ML Theory reading group organized by Jacob Abernethy and Vidya Muthukumar in the School of Computer Science at the Georgia Institute of Technology. We meet every Friday at 12:30AM in the CODA building. Email Tyler LaBonte at tlabonte@gatech.edu if you wish to attend.

Date	Paper	Presenter
06 Oct 2023	Implicit bias introduction	Vidya Muthukumar
13 Oct 2023	Characterizing Implicit Bias in Terms of Optimization Geometry	Kuo-Wei Lai
20 Oct 2023	Nati Srebro’s tutorial about implicit bias at Simons Institute	Watch video
27 Oct 2023	Implicit Bias of Gradient Descent on Linear Convolutional Networks	Yun-Feng Lo
03 Nov 2023	Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss	Matthew Lau
10 Nov 2023	Gradient Descent Maximizes the Margin of Homogeneous Neural Networks	Guanghui Wang
17 Nov 2023	No meeting due to DeepMath
24 Nov 2023	No meeting due to Thanksgiving
01 Dec 2023	No meeting
08 Dec 2023	Directional convergence and alignment in deep learning	Guanghui Wang
	Implicit Regularization in Matrix Factorization
	Implicit Regularization in ReLU Networks with the Square Loss
	Neural Tangent Kernel: Convergence and Generalization in Neural Networks