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cs.LG2023
Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size
John Chen, Chen Dun, Anastasios Kyrillidis
Advances in Semi-Supervised Learning (SSL) have almost entirely closed the gap between SSL and Supervised Learning at a fraction of the number of labels. However, recent performanc…
cs.LG2023
Provable Accelerated Convergence of Nesterov's Momentum for Deep ReLU Neural Networks
Fangshuo Liao, Anastasios Kyrillidis
Current state-of-the-art analyses on the convergence of gradient descent for training neural networks focus on characterizing properties of the loss landscape, such as the Polyak-L…