Poster
in
Affinity Workshop: Tiny Papers Poster Session 8
Neural Controlled Differential Equations with Quantum Hidden Evolutions
Lingyi Yang · Zhen Shao
Halle B #262
Abstract:
We introduce a class of neural controlled differential equation inspired by quantum mechanics. Neural quantum controlled differential equations (NQDEs) model the dynamics by analogue of the Schrodinger equation.Specifically, the hidden state represents the wave function, and its collapse leads to an interpretation of the classification probability. We implement and compare the results of four variants of NQDEs on a toy spiral classification problem.
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