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quant-ph2025
Quantum machine learning advantages beyond hardness of evaluation
Riccardo Molteni, Simon C. Marshall, Vedran Dunjko
The most general examples of quantum learning advantages involve data labeled by cryptographic or intrinsically quantum functions, where classical learners are limited by the infea…
quant-ph2024
Improved separation between quantum and classical computers for sampling and functional tasks
Simon C. Marshall, Scott Aaronson, Vedran Dunjko
This paper furthers existing evidence that quantum computers are capable of computations beyond classical computers. Specifically, we strengthen the collapse of the polynomial hier…