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03/10/2023
Inducing Neural Collapse to a Fixed Hierarchy-Aware Frame for Reducing Mistake Severity
There is a recently discovered and intriguing phenomenon called Neural C...
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01/18/2023
Enhancing Self-Training Methods
Semi-supervised learning approaches train on small sets of labeled data ...
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09/11/2022
Learning When to Say "I Don't Know"
We propose a new Reject Option Classification technique to identify and ...
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02/12/2022
Confident AI
In this paper, we propose "Confident AI" as a means to designing Artific...
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10/26/2021
Revisiting Batch Normalization
Batch normalization (BN) is comprised of a normalization component follo...
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10/05/2021
Bottom-up Hierarchical Classification Using Confusion-based Logit Compression
In this work, we propose a method to efficiently compute label posterior...
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07/02/2020
