In this workgroup, I propose to work on algorithmic and circuit design ideas for designing memristor-based neuromorphic designs. Some of the interesting problems to be considered could be variability-tolerant algorithms and circuits, synapse design, synaptic learning rules, etc.
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Day |
Time |
Location |
Thu, 28.04.2016 |
14:00 - 15:00 |
Panorama Room |
Mon, 02.05.2016 |
14:30 - 15:30 |
Panorama room |
Wed, 04.05.2016 |
14:00 - 15:00 |
Panorama Room |
Screen shots of discussion sheets (2.7 MB)
Algorithms and circuits discussed
1. Metaplasticity
2. Low precision forward pass and high precision backward pass - Gradient Descent
3. Oscillator synchronization
4. Target Propagation
5. Pulse-based STDP
6. Memory trace, SOM, WTA
7. Restricted Boltzmann Machines
8. Spiking Deep Networks