Unlocking the Potential of Two-Point Cells for Energy-Efficient and Resilient Training of Deep Nets

Author:

Adeel Ahsan1ORCID,Adetomi Adewale2,Ahmed Khubaib2,Hussain Amir3,Arslan Tughrul4,Phillips W. A.5

Affiliation:

1. Nuffield Department of Surgical Sciences, Oxford Computational Neuroscience, University of Oxford, Oxford, U.K.

2. CMI Lab, University of Wolverhampton, Wolverhampton, U.K.

3. Edinburgh Napier University, Edinburgh, U.K.

4. School of Engineering, University of Edinburgh, Edinburgh, U.K.

5. Department of Psychology, University of Stirling, Stirling, U.K.

Funder

Engineering and Physical Sciences Research Council

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Artificial Intelligence,Computational Mathematics,Control and Optimization,Computer Science Applications

Reference65 articles.

1. A Scalable Multicore Architecture With Heterogeneous Memory Structures for Dynamic Neuromorphic Asynchronous Processors (DYNAPs)

2. Winner-take-all autoencoders;makhzani;Proc Adv Neural Inf Process Syst,0

3. A 128$\times$128 120 dB 15 $\mu$s Latency Asynchronous Temporal Contrast Vision Sensor

4. Sparsity in deep learning: Pruning and growth for efficient inference and training in neural networks;hoefler;J Mach Learn Res,2021

5. A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses

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