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Aaron Defazio
Researcher
PaperScheduleFree+: Scaling Learning-Rate-Free & Schedule-Free Learning to Large Language ModelsAuthorship / preprint / 2026PaperBeyond Folklore: A Scaling Calculus for the Design and Initialization of ReLU NetworksAuthorship / preprint / 2021PaperGrad-GradaGrad? A Non-Monotone Adaptive Stochastic Gradient MethodAuthorship / preprint / 2022PaperOffset Sampling Improves Deep Learning based Accelerated MRI Reconstructions by Exploiting SymmetryAuthorship / preprint / 2020PaperA Graphical Model Formulation of Collaborative Filtering Neighbourhood Methods with Fast Maximum Entropy TrainingAuthorship / preprint / 2012PaperA Comparison of learning algorithms on the Arcade Learning EnvironmentAuthorship / preprint / 2014PaperSAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite ObjectivesAuthorship / preprint / 2014PaperNew Optimisation Methods for Machine LearningAuthorship / preprint / 2016