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cs.LG2024
Hydra: Bidirectional State Space Models Through Generalized Matrix Mixers
Sukjun Hwang, Aakash Lahoti, Tri Dao +1
A wide array of sequence models are built on a framework modeled after Transformers, comprising alternating sequence mixer and channel mixer layers. This paper studies a unifying m…
cs.LG2024★ 1 cited
Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs
Aakash Lahoti, Stefani Karp, Ezra Winston +2
Vision tasks are characterized by the properties of locality and translation invariance. The superior performance of convolutional neural networks (CNNs) on these tasks is widely a…