AKOrN is here: https://
arxiv.org/pdf/2410.13821.
It replaces threshold units with generalized Kuramoto oscillators. It dynamically binds neurons, generates waves of activations, is adversarially robust, calibrated for uncertainty, and can reason. If you ask me: this is the next big thing!
AKOrN: Kuramoto Oscillators Replace Threshold Units in Neural Networks
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