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quant-ph2026
PN-QNN: Harnessing Physical Noise as a Native Regularizer in Photonic Hybrid Quantum Neural Networks
Farah Elnakhal, Alberto Marchisio, Nouhaila Innan +2
Physical noise in near-term quantum hardware is usually treated as a nuisance to suppress. We ask whether it can instead act as a hardware-native regularizer for photonic hybrid qu…
quant-ph2026
Q-PhotoNAS: Hybrid Quantum Neural Architecture Search Framework on Photonic Devices
Farah Elnakhal, Alberto Marchisio, Nouhaila Innan +2
Photonic quantum computing is a promising platform for scalable quantum machine learning, but designing effective hybrid architectures remains challenging under hardware and optimi…
quant-ph2025
GPU-Accelerated Syndrome Decoding for Quantum LDPC Codes below the 63 s Latency Threshold
Oscar Ferraz, Bruno Coutinho, Gabriel Falcao +3
This paper presents a GPU-accelerated decoder for quantum low-density parity-check (QLDPC) codes that achieves sub- s latency, below the surface code decoder's real-time thr…