Neuromorphic Continual Learning

Continually Learning Prototypes (CLP) is an algorithm developed for Loihi 2 to address online learning of novel patterns in an incremental fashion without forgetting. In this meeting I will give a quick intro to the algorithm and the three applications we are investigating during this workshop:

• Continual learning of odors (direct sensor-Loihi interface)


• Continual learning of DVS gestures (generalization to unseen datasets)


• Continual learning of places from a wheeled robot's DVS camera

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