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Large Stepsize Gradient Descent for Logistic Loss: Non-Monotonicity of the Loss Improves Optimization Efficiency [PDF]

open access: yes
We consider gradient descent (GD) with a constant stepsize applied to logistic regression with linearly separable data, where the constant stepsize $\eta$ is so large that the loss initially oscillates.
Wu, Jingfeng   +3 more
core  

Online Weak-form Sparse Identification of Partial Differential Equations. [PDF]

open access: yesProc Mach Learn Res, 2022
Messenger DA, Dall'anese E, Bortz DM.
europepmc   +1 more source

Single-cell DNA methylation analysis tool Amethyst resolves distinct non-CG methylation patterns in human astrocytes and oligodendrocytes. [PDF]

open access: yesCommun Biol
Rylaarsdam LE   +7 more
europepmc   +1 more source

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