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Found 2 essays matching the above criteria.

1. 1. Adversarial robustness of STDP-trained spiking neural networks

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Karl Lindblad; Axel Nilsson; [2023]
   Keywords : ;

   Abstract : Adversarial attacks on machine learning models are designed to elicit the wrong behavior from the model. One such attack on image classifiers are maliciously crafted inputs that, to the human eye, look untampered with but have been carefully altered to cause misclassification. READ MORE

3. 2. Exploring Column Update Elimination Optimization for Spike-Timing-Dependent Plasticity Learning Rule

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Ojasvi Singh; [2022]
   Keywords : Spike-Timing Dependent Plasticity; neuromorphic computing; Hebbian Learning; Spiking Neural Networks; memory optimization.; Spike-Timing Beroende Plasticitet; neuromorfisk beräkning; Hebbiansk inlärning; Spiking Neural Networks; Minnes optimering;

   Abstract : Hebbian learning based neural network learning rules when implemented on hardware, store their synaptic weights in the form of a two-dimensional matrix. The storage of synaptic weights demands large memory bandwidth and storage. READ MORE