Quantum Harmonic Learning: Evolutionary Learning Beyond Backpropagation

Quantum Harmonic Learning is a next-generation artificial intelligence paradigm that eliminates backpropagation and replaces it with evolutionary learning, harmonic activations, and adaptive wave-driven weight updates. Unlike traditional deep learning, which relies on gradient descent, Quantum Harmonic Learning evolves its parameters dynamically through oscillatory transformations and self-regulating mutations, making it more efficient, scalable, and biologically plausible.