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quant-ph2026

Sparse Quantum Voxel Encoding for Readout-Efficient Molecular Geometry Reconstruction on NISQ Devices

Eros De Simone, Giuseppe Bifulco, Lorenza Di Mauro +2

The paper introduces a sparse voxel-based encoding of molecular geometries that allows reconstruction of a molecule’s structure from computational-basis measurements, reducing the…

quant-ph2025

Quantum Optimization Benchmarking Library - The Intractable Decathlon

Thorsten Koch, David E. Bernal Neira, Ying Chen +24

Through recent progress in hardware development, quantum computers have advanced to the point where benchmarking of (heuristic) quantum algorithms at scale is within reach. Particu…

quant-ph2025

Quantum Adiabatic Generation of Human-Like Passwords

Sascha Mücke, Raoul Heese, Thore Gerlach +3

Generative Artificial Intelligence (GenAI) for Natural Language Processing (NLP) is the predominant AI technology to date. An important perspective for Quantum Computing (QC) is th…

quant-ph2025

Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning

Raoul Heese, Thore Gerlach, Sascha Mücke +3

Methods of artificial intelligence (AI) and especially machine learning (ML) have been growing ever more complex, and at the same time have more and more impact on people's lives.…

quant-ph2024

Challenges and Opportunities in Quantum Optimization

Amira Abbas, Andris Ambainis, Brandon Augustino +43

Recent advances in quantum computers are demonstrating the ability to solve problems at a scale beyond brute force classical simulation. As such, a widespread interest in quantum a…

quant-ph2024

Quantum Wave Function Collapse for Procedural Content Generation

Raoul Heese

Quantum computers exhibit an inherent randomness, so it seems natural to consider them for procedural content generation. In this work, a quantum version of the famous (classical)…