From the 1 of 6 linked papers with an AI index.
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quant-ph2026
SQGen: Structured Quantum Image Generation with Latent-Modulated Quantized Tensor Trains
Guang Lin, Qibin Zhao
The paper introduces SQGen, a fully quantum image generator that uses a quantized tensor train with latent modulation to produce images directly on NISQ hardware without requiring…
quant-ph2026
Structured Unitary Tensor Network Representations for Circuit-Efficient Quantum Data Encoding
Guang Lin, Toshihisa Tanaka, Qibin Zhao
Encoding classical data into quantum states is a central bottleneck in quantum machine learning: many widely used encodings are circuit-inefficient, requiring deep circuits and sub…