Author

Smrithy G. S.

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Review Open access Jul 2026

Quantum-enhanced generative artificial intelligence: a critical review of classical limitations, complexity barriers, and hybrid quantum–classical architectures

It is concluded that quantum utility is unlikely to lie in tasks involving natural language processing under current architectures, but rather in certain computational subroutines of quantum-mechanical spaces of quantum-mechanical spaces.

Diljot Singh, O. J, Smrithy G. S. · Frontiers in Artificial Inte... · 0 citations

Open access Jul 2026

A comparative evaluation of quantum machine learning architectures for breast cancer classification using clinical and genomic data

The results show that for high dimensional breast cancer data, currently available simulator-based QML models can learn meaningful patterns with limited quantum resources, but are not as effective as powerful classical machine learning models when complete feature representations are available.

Saartak Allena, Smrithy G. S., Balaji Chandrasekaran · Frontiers in Artificial Inte... · 0 citations