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Published in NeurIPS, 2022
How about learning representations using only the angles and using them on angular similarity?
Recommended citation: Kim, H. & Kim, K. (2022). Spherization Layer: Representation Using Only Angles. Advances in Neural Information Processing Systems, 35, 16398-16410
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Published in ICLR, 2024
How the collapse between class means and class weight vectors occurs in a fixed classifier when its shape is not a simplex?
Recommended citation: Kim, H. & Kim, K. (2024), Fixed Non-negative Orthogonal Classifier: Inducing Zero-mean Neural Collapse with Feature Dimension Separation. The Twelfth International Conference on Learning Representations
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Graduate Course, GIST, AIGS, 2022
This cource gives comprehensive lectures and projects about NLP. (All materials have been kept strictly confidential.)