3 papers
astro-ph.SR2024
FCN4Flare: Fully Convolution Neural Networks for Flare Detection
Ming-Hui Jia, A-Li Luo, Bo Qiu
Stellar flares offer invaluable insights into stellar magnetic activity and exoplanetary environments. Automated flare detection enables exploiting vast photometric datasets from m…
astro-ph.IM2024
A Versatile Framework for Analyzing Galaxy Image Data by Implanting Human-in-the-loop on a Large Vision Model
Mingxiang Fu, Yu Song, Jiameng Lv +14
The exponential growth of astronomical datasets provides an unprecedented opportunity for humans to gain insight into the Universe. However, effectively analyzing this vast amount…
cs.LG2023
Neural Network Layer Matrix Decomposition reveals Latent Manifold Encoding and Memory Capacity
Ng Shyh-Chang, A-Li Luo, Bo Qiu
We prove the converse of the universal approximation theorem, i.e. a neural network (NN) encoding theorem which shows that for every stably converged NN of continuous activation fu…