works on

From the 2 of 7 linked papers with an AI index.

most citedTrainability barriers and opportunities in quantum generative modeling

41 citations · 41 across the 4 of their papers we have counts for

collaborators

8 papers

quant-ph2026

Observable Estimation in the Absence of Classical Verification

Samantha V. Barron, Bradley Mitchell, Vinay Tripathi +45

The paper proposes a framework to independently validate observable estimates from quantum computers when classical benchmarks are unavailable, using experiments such as the operat…

quant-ph2026

Precision quantum simulation of magnon spectra and interactions

Trond I. Andersen, Nikita Astrakhantsev, Jeronimo Martinez +329

Quantum simulation promises to advance materials discovery by accurately simulating complex states of matter, their microscopic excitations, and macroscopic response functions. The…

quant-ph2026

A Search for Classical Subsystems in Quantum Worlds

Arsalan Adil, Manuel S. Rudolph, Andrew Arrasmith +3

Decoherence and einselection have been effective in explaining several features of an emergent classical world from an underlying quantum theory. However, the theory assumes a part…

quant-ph202641 cited

Trainability barriers and opportunities in quantum generative modeling

Manuel S. Rudolph, Sacha Lerch, Supanut Thanasilp +5

Quantum generative models provide inherently efficient sampling strategies and thus show promise for achieving an advantage using quantum hardware. In this work, we investigate the…

quant-ph202621 cited

Quantum Convolutional Neural Networks are Effectively Classically Simulable

Pablo Bermejo, Paolo Braccia, Manuel S. Rudolph +3

Quantum Convolutional Neural Networks (QCNNs) are widely regarded as a promising model for Quantum Machine Learning (QML). In this work we tie their heuristic success to two facts.…

quant-ph2025

Does provable absence of barren plateaus imply classical simulability?

M. Cerezo, Martin Larocca, Diego García-Martín +9

A large amount of effort has recently been put into understanding the barren plateau phenomenon. In this perspective article, we face the increasingly loud elephant in the room and…