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LLM-Guided Initialization for Accelerated Hybrid Quantum-Classical Medical Image Classification
Riza Alaudin Syah, Irwan Alnarus Kautsar, Haza Nuzly Bin Abdull Hamed
Variational quantum algorithms often encounter barren plateaus, where cost gradients decay rapidly with increasing circuit depth, undermining the trainability of parameterized quan…
Hybrid Quantum Neural Networks for Enhanced Breast Cancer Thermographic Classification: A Novel Quantum-Classical Integration Approach
Riza Alaudin Syah, Irwan Alnarus Kautsar, Gunawan Witjaksono +1
Breast cancer diagnosis through thermographic image analysis remains a critical challenge in medical AI, with classical deep learning approaches facing limitations in complex therm…
Accelerating Quantum State Encoding with SIMD: Design, Implementation, and Benchmarking
Riza Alaudin Syah, Irwan Alnarus Kautsar, Gunawan Witjaksono +1
Efficient data encoding is the main factor affecting how fast hybrid quantum-classical algorithms run, but traditional simulators spend most of their time changing classical featur…