2 papers
cs.LG2024
Vanilla Feedforward Neural Networks as a Discretization of Dynamical Systems
Yifei Duan, Li'ang Li, Guanghua Ji +1
Deep learning has made significant applications in the field of data science and natural science. Some studies have linked deep neural networks to dynamic systems, but the network…
cs.LG2024
Vocabulary for Universal Approximation: A Linguistic Perspective of Mapping Compositions
Yongqiang Cai
In recent years, deep learning-based sequence modelings, such as language models, have received much attention and success, which pushes researchers to explore the possibility of t…