36 citations · 77 across the 7 of their papers we have counts for
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cs.LG2026
The Triangle of Similarity: A Multi-Faceted Framework for Comparing Neural Network Representations
Olha Sirikova, Alvin Chan
Comparing neural network representations is essential for understanding and validating models in scientific applications. Existing methods, however, often provide a limited view. W…
cs.LG2021★ 36 cited
Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with Parameters
Aston Zhang, Yi Tay, Shuai Zhang +4
Recent works have demonstrated reasonable success of representation learning in hypercomplex space. Specifically, "fully-connected layers with Quaternions" (4D hypercomplex numbers…