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cs.CV2024★ 1 cited
ML-Mamba: Efficient Multi-Modal Large Language Model Utilizing Mamba-2
Wenjun Huang, Jiakai Pan, Jiahao Tang +5
Multimodal Large Language Models (MLLMs) have attracted much attention for their multifunctionality. However, traditional Transformer architectures incur significant overhead due t…
cs.CV2021
Co-domain Symmetry for Complex-Valued Deep Learning
Utkarsh Singhal, Yifei Xing, Stella X. Yu
We study complex-valued scaling as a type of symmetry natural and unique to complex-valued measurements and representations. Deep Complex Networks (DCN) extends real-valued algebra…
cs.CV2019
SurReal: Complex-Valued Learning as Principled Transformations on a Scaling and Rotation Manifold
Rudrasis Chakraborty, Yifei Xing, Stella Yu
Complex-valued data is ubiquitous in signal and image processing applications, and complex-valued representations in deep learning have appealing theoretical properties. While thes…