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Patrick Rebentrost

3 accepted papers

2026

Accelerating Inference for Multilayer Neural Networks with Quantum Computers

ICLR 2026poster

Fault-tolerant Quantum Processing Units (QPUs) promise to deliver exponential speed-ups in select computational tasks, yet their integration into modern deep learning pipelines remains unclear. In this work, we take a step towards bridging this gap by presenting the first fully-coherent quantum impl…

Cited by 0SourceScholar
2025

Online Learning of Pure States is as Hard as Mixed States

NeurIPS 2025poster

Quantum state tomography, the task of learning an unknown quantum state, is a fundamental problem in quantum information. In standard settings, the complexity of this problem depends significantly on the type of quantum state that one is trying to learn, with pure states being substantially easier t…

Cited by 0SourceScholar