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Oct, 2023
从砖头到桥梁: 增强潜在空间通信的不变性乘积
From Bricks to Bridges: Product of Invariances to Enhance Latent Space Communication
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Irene Cannistraci, Luca Moschella, Marco Fumero, Valentino Maiorca, Emanuele Rodolà
TL;DR
直接将一组不变性直接融入表示中,构建一种不变分量的产品空间,旨在解锁合并、拼接和重用不同神经模块的应用,并观察到分类和重建任务中的一致潜在相似性和下游性能改进。
Abstract
It has been observed that
representations
learned by distinct
neural networks
conceal structural similarities when the models are trained under similar inductive biases. From a geometric perspective, identifying
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