Search Results for author: Zhanglu Yan

Found 5 papers, 2 papers with code

HyperSNN: A new efficient and robust deep learning model for resource constrained control applications

no code implementations16 Aug 2023 Zhanglu Yan, Shida Wang, Kaiwen Tang, Weng-Fai Wong

In light of the increasing adoption of edge computing in areas such as intelligent furniture, robotics, and smart homes, this paper introduces HyperSNN, an innovative method for control tasks that uses spiking neural networks (SNNs) in combination with hyperdimensional computing.

Acrobot Edge-computing +1

Improve Long-term Memory Learning Through Rescaling the Error Temporally

1 code implementation21 Jul 2023 Shida Wang, Zhanglu Yan

To the best of our knowledge, this is the first work that quantitatively analyzes different errors' memory bias towards short-term memory in sequence modelling.

Efficient Hyperdimensional Computing

1 code implementation26 Jan 2023 Zhanglu Yan, Shida Wang, Kaiwen Tang, Weng-Fai Wong

Hyperdimensional computing (HDC) is a method to perform classification that uses binary vectors with high dimensions and the majority rule.

Image Classification

Low Latency Conversion of Artificial Neural Network Models to Rate-encoded Spiking Neural Networks

no code implementations27 Oct 2022 Zhanglu Yan, Jun Zhou, Weng-Fai Wong

The maximum number of spikes in this time window is also the latency of the network in performing a single inference, as well as determines the overall energy efficiency of the model.

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