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Codebase release 1.0 for QDFlow

OpenAlex
Authors: Donovan Buterakos, Sandesh S. Kalantre, Joshua Ziegler, Jacob M. Taylor, Sanghyeok Park

Year

2026

Paper ID

25501

Status

Peer-reviewed

Abstract Read

~2 min

Abstract Words

154

Citations

2

Abstract

Recent advances in machine learning (ML) have accelerated progress in calibrating and operating quantum dot (QD) devices. However, most ML approaches rely on access to large, representative datasets designed to capture the full spectrum of data quality encountered in practice, with both high- and low-quality data for training, benchmarking, and validation, with labels capturing key features of the device state. Collating such datasets experimentally is challenging due to limited data availability, slow measurement bandwidths, and the labor-intensive nature of labeling. QDFlow is an open-source physics simulator for multi-QD arrays that generates realistic synthetic data with ground-truth labels. QDFlow combines a self-consistent Thomas-Fermi solver, a dynamic capacitance model, and flexible noise modules to simulate charge stability diagrams and ray-based data that closely resemble experimental results. With an extensive set of parameters that can be varied and customizable noise models, QDFlow supports the creation of large, diverse datasets for ML development, benchmarking, and quantum device research.

Why This Paper Matters

  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
  • It adds a 2026 reference point for readers tracking recent quantum research.
  • Recent advances in machine learning (ML) have accelerated progress in calibrating and operating quantum dot (QD) devices.

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Current Paper #25501 #78828 Verifiable Sampling for Delegat... #78813 Large-Scale Benchmarking of Qua... #78775 On linearity or non-linearity i...

External citation index: OpenAlex citation signal • updated 2026-10-21 15:05:44

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