Equivalence Between Average-Case Hardness of Learning and Cryptography for Mixed Quantum States eprint.iacr.org
Is mixed-state learning hardness just cryptography in disguise? This paper says yes, via IV-OWSGs and EFI pairs.
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01 02 Quantum one-way functions in the quantum-state model, or just another pile of assumptions and distinguishability games?03 Beyond the QBER Threshold: A Temporal QBER Based Machine Learning Framework for Multi Attack Detection in BB84 QKD arxiv.orgQBER isn't a threshold here, it's a time series for ML attack detection in BB84, with SHAP explaining the usual physics bits.04 Finds a chosen-message forgery in a quantum designated verifier signature scheme, then suggests QKD keys and QOTP.05 Scientific American on two AI-aided proofs for the same unclonable-encryption problem, academia's credit assignment in miniature.06 Paper on verifiable blind probabilistic error cancellation for delegated quantum computing, because noise needed a protocol too.07 Turkey's quantum scene is mostly state labs and one domestic chip, with a few startups and Turkcell cameo.