no code implementations • 15 Feb 2024 • Aditya Somasundaram, Pushkal Mishra, Ayon Borthakur
We propose a neuroscience-inspired Solo Pass Embedded Learning Algorithm (SPELA).
no code implementations • 27 Sep 2023 • Raghav Ambati, Ayon Borthakur
In addition, we also study the behavior of a Spiking Tiny YOLO on the same X-ray threat Detection dataset.
no code implementations • 13 Apr 2022 • Ayon Borthakur
We introduce Sapinet -- a spike timing (event)-based multilayer neural network for \textit{learning in the wild} -- that is: one-shot online learning of multiple inputs without catastrophic forgetting, and without the need for data-specific hyperparameter retuning.
no code implementations • 12 Jul 2019 • Ayon Borthakur, Thomas A. Cleland
The mammalian olfactory system learns rapidly from very few examples, presented in unpredictable online sequences, and then recognizes these learned odors under conditions of substantial interference without exhibiting catastrophic forgetting.