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cs.CV2023
Inducing Neural Collapse to a Fixed Hierarchy-Aware Frame for Reducing Mistake Severity
Tong Liang, Jim Davis
There is a recently discovered and intriguing phenomenon called Neural Collapse: at the terminal phase of training a deep neural network for classification, the within-class penult…
cs.LG2023
Enhancing Self-Training Methods
Aswathnarayan Radhakrishnan, Jim Davis, Zachary Rabin +3
Semi-supervised learning approaches train on small sets of labeled data along with large sets of unlabeled data. Self-training is a semi-supervised teacher-student approach that of…