26 citations · 34 across the 3 of their papers we have counts for
3 papers
cs.LG2018★ 5 cited
Dictionary Learning by Dynamical Neural Networks
Tsung-Han Lin, Ping Tak Peter Tang
A dynamical neural network consists of a set of interconnected neurons that interact over time continuously. It can exhibit computational properties in the sense that the dynamical…
cs.LG2017★ 3 cited
Local Information with Feedback Perturbation Suffices for Dictionary Learning in Neural Circuits
Tsung-Han Lin
While the sparse coding principle can successfully model information processing in sensory neural systems, it remains unclear how learning can be accomplished under neural architec…
cs.LG2017★ 26 cited
Sparse Coding by Spiking Neural Networks: Convergence Theory and Computational Results
Ping Tak Peter Tang, Tsung-Han Lin, Mike Davies
In a spiking neural network (SNN), individual neurons operate autonomously and only communicate with other neurons sparingly and asynchronously via spike signals. These characteris…