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Learning discriminative features within forward-Forward algorithm using convolutional prototype

delete2026-01-24
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PRE
AI
李秋富 cover
李秋富 (Qiufu Li)
Z
Zewen Li
沈琳琳 cover
沈琳琳 (Linlin Shen)
DOI:10.1016/j.patcog.2026.113139delete
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Abstract

Abstract

En 中文
• We introduce prototype learning in forward-forward (FF) algorithm for the first time. • We propose PLFF to improve properties of features learned by FF algorithm. • We evaluate FF methods on long-tailed datasets for the first time. • Our PLFF achieves state-of-the-art performance across various public datasets.

Journal

Pattern Recognition cover
Pattern Recognition
IF:
7.6
Papers:
1.3W
Citations:
4.5W

Organization

S
School of Artificial Intelligence
Scholars:
754
Papers: 344
Citations: 0
Cited Papers

Cited Papers

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