?? Tuesday in Quantum_Computing: Today's Cutting-Edge Papers

?? Tuesday in Quantum_Computing: Today's Cutting-Edge Papers

Top Quantum Computing Papers (17 February - 23 February)

Dive into the most compelling and innovative research in the field of quantum computing. This week’s selections highlight cutting-edge advances and theoretical developments.


(1) Quantum Computing in Corrosion Modeling: Bridging Research and Industry - Develops a hybrid quantum-classical workflow for simulating corrosion processes, focusing on the oxygen reduction reaction in aluminum alloys. Assesses quantum algorithms for multi-configurational systems and estimates quantum resources required for practical applications. Highlights challenges in quantum hardware and error correction.

Read More : https://arxiv.org/abs/2412.07933


(2) Qubit-Based Framework for Quantum Machine Learning: Bridging Classical Data and Quantum Algorithms - Introduces quantum computing fundamentals and its potential impact on machine learning. Explores hybrid quantum-classical approaches, frameworks like TensorFlow Quantum and Qiskit, and challenges in scaling and error correction. Emphasizes the role of quantum computing in optimizing AI algorithms.

Read More : https://arxiv.org/abs/2502.11951


(3) Towards Quantum Tensor Decomposition in Biomedical Applications - Reviews tensor decomposition techniques in biomedical data analysis and explores quantum computing’s potential to enhance these methods. Applies topic modeling to categorize research trends and discusses quantum resource estimation for implementing quantum-enhanced tensor decomposition on near-term quantum devices.

Read More : https://arxiv.org/abs/2502.13140


Thank you for joining us for this week’s Quantum Computing Highlights!

Trust you found these papers to be a valuable addition to your quantum research journey. Keep an eye out for the next newsletter, will bring you more of the latest breakthroughs and discussions in quantum computing.

Welcome any comments or suggestions you might have. Don’t hesitate to get in touch with!


Best regards,

Hyunho

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