H13 : Frobenius Normalization Enables Stable Training for Quantum State Denoising


Students Amitav Krishna
School BHNCD - Holy Trinity Catholic High School - Simcoe
Level Intermediate 9/10 - Grade 10
Group Group 10 - Engineering and Computing III
Abstract To enable accurate simulation of larger quantum systems by using machine learning to remove noise from quantum state measurements. Current methods have not been demonstrated beyond 5 qubits; my normalization technique enables scaling up to 8 qubits, bridging the gap until quantum error correction hardware becomes practical.
Awards
Group Award Prize
Venture Academy at McMaster University AwardsVenture Academy ScholarshipFree scholarship for one week of summer camp