4 citations · 6 across the 5 of their papers we have counts for
5 papers
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…
Automated production of batched unclonable micro-patterns anti-counterfeiting labels with strong robustness and rapid recognition speed
Yuzheng He, Zunshuai Zhang, Yifei Xing +3
Anti-counterfeiting technologies are indeed crucial for information security and protecting product authenticity. Traditional anti-counterfeiting methods have their limitations due…
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…
C-SURE: Shrinkage Estimator and Prototype Classifier for Complex-Valued Deep Learning
Yifei Xing, Rudrasis Chakraborty, Minxuan Duan +1
The James-Stein (JS) shrinkage estimator is a biased estimator that captures the mean of Gaussian random vectors.While it has a desirable statistical property of dominance over the…
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…