6 papers
Quantum Correlations in Frustrated Three-Body Systems
Chaitali Shah, Apoorva D. Patel
Many physical systems are not understood from first principles due to the presence of multi-body quantum correlations. The effort taken to simulate such systems on classical comput…
Image classification via a quantum-inspired strategy involving a mixture of experts
Kumari Jyoti, Rohith Babu, Apoorva D. Patel
Pattern recognition problems arise in a variety of physical image processing situations, and convolutional neural networks are a popular scheme for the required feature extraction…
Understanding nature's selection of genetic languages
Apoorva D. Patel
All living organisms use two universal genetic languages in their molecular biology machinery, one containing four nucleotide bases in its alphabet, and the other containing twenty…
Limitations of Quantum Advantage in Unsupervised Machine Learning
Apoorva D. Patel
Machine learning models are used for pattern recognition analysis of big data, without direct human intervention. The task of unsupervised learning is to find the probability distr…
Advances in Machine Learning: Where Can Quantum Techniques Help?
Samarth Kashyap, Rohit K Ramakrishnan, Kumari Jyoti +1
Quantum Machine Learning (QML) represents a promising frontier at the intersection of quantum computing and artificial intelligence, aiming to leverage quantum computational advant…
EPR Paradox, Bell Inequalities and Peculiarities of Quantum Correlations
Apoorva D. Patel
Quantum theory revolutionised physics by introducing a new fundamental constant and a new mathematical framework to describe the observed phenomena at the atomic scale. These new c…