cross-attention fusion 1hybrid quantum-classical models 1multimodal classification 1parameter efficiency 1quantum feature augmentation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
PQFA: Parallel Quantum Feature Augmentation of Fused Representations for Multimodal Classification
Mingzhu Wang, Yun Shang
The paper proposes a hybrid quantum‑classical framework called Parallel Quantum Feature Augmentation (PQFA) that applies multiple shallow variational quantum circuits to fused text…
quant-ph2025
Hybrid Vision Transformer and Quantum Convolutional Neural Network for Image Classification
Mingzhu Wang, Yun Shang
Quantum machine learning (QML) holds promise for computational advantage, yet progress on real-world tasks is hindered by classical preprocessing and noisy devices. We introduce Vi…