output
20182023
most citedQuantum Approximate Optimization of Non-Planar Graph Problems on a Planar Superconducting Processor

469 citations

10 papers

cs.CL2023

KhabarChin: Automatic Detection of Important News in the Persian Language

Hamed Hematian Hemati, Arash Lagzian, Moein Salimi Sartakhti +2

Being aware of important news is crucial for staying informed and making well-informed decisions efficiently. Natural Language Processing (NLP) approaches can significantly automat…

math.OC2023★ 7 cited

From NeurODEs to AutoencODEs: a mean-field control framework for width-varying Neural Networks

Cristina Cipriani, Massimo Fornasier, Alessandro Scagliotti

The connection between Residual Neural Networks (ResNets) and continuous-time control systems (known as NeurODEs) has led to a mathematical analysis of neural networks which has pr…

cs.LG2023★ 6 cited

Estimating Motor Symptom Presence and Severity in Parkinson's Disease from Wrist Accelerometer Time Series using ROCKET and InceptionTime

Cedric Donié, Neha Das, Satoshi Endo +1

Parkinson's disease (PD) is a neurodegenerative condition characterized by frequently changing motor symptoms, necessitating continuous symptom monitoring for more targeted treatme…

cs.CV2022★ 16 cited

Noise transfer for unsupervised domain adaptation of retinal OCT images

Valentin Koch, Olle Holmberg, Hannah Spitzer +4

Optical coherence tomography (OCT) imaging from different camera devices causes challenging domain shifts and can cause a severe drop in accuracy for machine learning models. In th…

cs.SE2022★ 3 cited

MDE for Machine Learning-Enabled Software Systems: A Case Study and Comparison of MontiAnna & ML-Quadrat

Jörg Christian Kirchhof, Evgeny Kusmenko, Jonas Ritz +5

In this paper, we propose to adopt the MDE paradigm for the development of Machine Learning (ML)-enabled software systems with a focus on the Internet of Things (IoT) domain. We il…

quant-ph2022★ 45 cited

Hybrid quantum ResNet for car classification and its hyperparameter optimization

Asel Sagingalieva, Mo Kordzanganeh, Andrii Kurkin +6

Image recognition is one of the primary applications of machine learning algorithms. Nevertheless, machine learning models used in modern image recognition systems consist of milli…