Theory
Data Cleaning White Paper
Data Cleaning White Paper
Luca Candelori, Nag Santhanam
29 May 2026
Research
Qognitive is at the forefront of a groundbreaking analytical AI paradigm inspired by quantum mechanics and cognitive science. Our innovative approach is transforming how we understand and apply artificial intelligence across multiple industries.
Recent Publications
- Theory
Shallow-circuit Supervised Learning on a Quantum Processor
Quantum Supervised Learning
Luca Candelori, Swarnadeep Majumder, Antonio Mezzacapo, Javier Robledo Moreno, Kharen Musaelian, Santhanam Nagarajan, Sunil Pinnamaneni, Kunal Sharma, and Dario Villani
7 Jan 2026
- Finance
Supervised Similarity for Firm Linkages
Supervised Similarity for Firm Linkages
Ryan Samson, Adrian Banner, Luca Candelori, Sebastien Cottrell, Tiziana Di Matteo, Paul Duchnowski, Vahagn Kirakosyan, Jose Marques, Kharen Musaelian, Stefano Pasquali, Ryan Stever and Dario Villani
October 2025
- Theory
Quantum Geometry of Data
Quantum Geometry
Alexander G. Abanov, Luca Candelori, Harold C. Steinacker, Martin T. Wells, Jerome R. Busemeyer, Cameron J. Hogan, Vahagn Kirakosyan, Nicola Marzari, Sunil Pinnamaneni1, Dario Villani1, Mengjia Xu1, and Kharen Musaelian
22 July 2025
- Theory
Robust estimation of the intrinsic dimension of data sets with quantum cognition machine learning
Estimating Intrinsic Dimensions
Luca Candelori, Alexander G. Abanov, Jeffrey Berger, Cameron J. Hogan, Vahagn Kirakosyan, Kharen Musaelian, Ryan Samson, James E. T. Smith, Dario Villani, Martin T. Wells, Mengjia Xu
26 Feb 2025
- Finance
Supervised Similarity for High-Yield Corporate Bonds with Quantum Cognition Machine Learning
Supervised Similarity for Bonds
Joshua Rosaler, Luca Candelori, Vahagn Kirakosyan, Kharen Musaelian, Ryan Samson, Martin T. Wells, Dhagash Mehta, Stefano Pasquali
3 Feb 2025
- TheoryFinance
Quantum Cognition Machine Learning: Financial Forecasting
Financial Forecasting
Ryan Samson, Jeffrey Berger, Luca Candelori, Vahagn Kirakosyan, Kharen Musaelian, and Dario Villani
20 Sep 2024
- Theory
Quantum Cognition Machine Learning: AI Needs Quantum
QCML Needs Quantum
Kharen Musaelian (President and Chief Science Officer), Alexander Abanov, Jeffrey Berger, Luca Candelori, Vahagn Kirakosyan, Ryan Samson, James Smith, Dario Villani
1 Mar 2024
- TheoryHealthcare
Quantum Cognition Machine Learning for Forecasting Chromosomal Instability
Chromosomal Instability
Giuseppe Di Caro, Vahagn Kirakosyan, Alexander G. Abanov, Luca Candelori, Nadine Hartmann, Ernest T. Lam, Kharen Musaelian, Ryan Samson, Martin T. Wells, Richard J. Wenstrup, and Mengjia Xu
Date forthcoming