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Newton-Schulz Retraction-Based Inference Enables Hidden Quantum Markov Models to Outperform Classical HMMs

arXiv cs.LG · 4d ago Cached

The paper introduces NS-RIS, a scalable Newton-Schulz retraction-based algorithm for learning hidden quantum Markov models on the Stiefel manifold, providing the first mathematical performance guarantee and empirical evidence that HQMMs can outperform EM-trained HMMs on non-quantum-generated data.

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