2 papers
cs.LG2024
Recent Trends in Modelling the Continuous Time Series using Deep Learning: A Survey
Mansura Habiba, Barak A. Pearlmutter, Mehrdad Maleki
Continuous-time series is essential for different modern application areas, e.g. healthcare, automobile, energy, finance, Internet of things (IoT) and other related areas. Differen…
cs.LG2021
HeunNet: Extending ResNet using Heun's Methods
Mehrdad Maleki, Mansura Habiba, Barak A. Pearlmutter
There is an analogy between the ResNet (Residual Network) architecture for deep neural networks and an Euler solver for an ODE. The transformation performed by each layer resembles…