We are maintaining R&D projects in collaboration with CERN openlab and the Middle East Technical University’s Application and Research Center for Space and Accelerator Technologies (METU IVMER). This collaboration explores the application of quantum-computing algorithms to particle-track reconstruction, as well as to industrial applications, such as the analysis of aviation data.

CURRENT R&D PROJECTS

Particle Track Reconstruction with Quantum Algorithms

QuantumVPN

OUR COLLABORATORS

R&D RESOURCES

Presentations

Title	Presenter	Date	Event / Venue	Category	Link
Embedding of particle tracking data using hybrid quantum classical neural networks	Carla Rieger	20/05/2021	vCHEP 2021, online	Quantum computing	PDF Video
Hybrid Quantum-Classical Graph Neural Networks for Track Reconstruction	Carla Rieger & Cenk Tüysüz	26/04/2021	QTI Seminar lecture, online	Quantum computing	SLIDES
Hybrid Quantum-Classical Graph Neural Networks for Track Reconstruction	Cenk Tüysüz	22/04/2021	KOBIT 21, online	Quantum computing	SLIDES Video
Hybrid Quantum-Classical Graph Neural Networks for Track Reconstruction	Carla Rieger & Cenk Tüysüz	11/03/2021	CERN openlab Workshop 2021, CERN	Quantum computing	PDF Video
Quantum Graph Neural Networks for Track Reconstruction in Particle Physics and Beyond	Cenk Tüysüz	22/10/2020	4th Inter-experiment Machine Learning Workshop	Quantum computing	PDF
Exploring hybrid quantum-classical neural networks for particle tracking	Carla Rieger	19/10/2020	Quantum 2020	Quantum computing	PDF
Performance of Particle Tracking using a Quantum Graph Neural Network	Cenk Tüysüz	08/10/2020	6. Ulusal Yüksek Başarımlı Hesaplama Konferansı	Quantum computing	Video
Exploring hybrid quantum-classical neural networks for particle tracking	Carla Rieger	24/09/2020	CERN openlab online summer intern project presentations 2020	Quantum computing	Video
Quantum Track Reconstruction Algorithms for non-HEP applications	Kristiane Novotny	29/07/2020	ICHEP 2020, Prague / online	Quantum computing	PDF Video
Exploring (Quantum) Track Reconstruction Algorithms for non-HEP applications	Kristiane Novotny	21/04/2020	CTD 2020, Princeton / online	Quantum computing	PDF Video
A Quantum Graph Neural Network Approach to Particle Track Reconstruction	Cenk Tüysüz	20/04/2020	CTD 2020, Princeton / online	Quantum computing	PDF Video
A Quantum Graph Neural Network Approach to Particle Track Reconstruction	Cenk Tüysüz	22/01/2020	CERN openlab Workshop 2020, CERN	Quantum computing	PDF
HEP Graph Machine Learning for Industrial & Humanitarian Applications	Daniel Dobos	26/11/2019	HEPTECH AIME19 AI & ML, Budapest	Quantum computing	Event
Particle Track Reconstruction with Quantum Algorithms	Federico Carminati	07/11/2019	ICHEP 2019, Adelaide	Quantum computing	Event

Publications

Title	Author	Published on	Category	Link
Performance of Particle Tracking Using a Quantum Graph Neural Network	C. Tüysüz et al.	02/12/2020	Quantum Computing	PDF
Quantum Track Reconstruction Algorithms for non-HEP applications	K. Novotny et al.	06/08/2020	Quantum Computing	PDF
A Quantum Graph Neural Network Approach to Particle Track Reconstruction	C. Tüysüz et al.	14/07/2020	Quantum Computing	PDF
Particle Track Reconstruction with Quantum Algorithms	C. Tüysüz et al.	18/03/2020	Quantum Computing	PDF