AAAI-27 submission from the quantum group
A paper out of the ODRA 5 programme is being prepared for AAAI-27. Title and results go up here once it is through review.
Research
Our main line of work is quantum machine learning on ODRA 5, Poland's first superconducting quantum computer. Shorter builds and earlier work sit below it.
[01]
Quantum AI Studies
A continuous research programme on ODRA 5, the IQM Spark five-qubit processor at Wrocław University of Science and Technology. Quantum processor access is provided by the Wrocław Centre for Networking and Supercomputing.
Flagship Research Project
QC1: Quantum Banknote Classifier on ODRA 5
Axion's flagship quantum research program: a hardware-aware variational quantum classifier for banknote authentication on ODRA 5, comparing IQM Spark-native ansatze against simulator-oriented designs.
5-qubit register
Head to head: classification on the same folds and protocol, compilation at the same optimization level
ODRA-native
Simulator-oriented
Accuracy on the physical QPU, depth 4, five-fold mean
87.6%
74.5%
Compiled circuit depth, depth 6, optimization level 1
127
263
Native two-qubit gates, depth 6, optimization level 1
60
87
[02]
Other Work & Hackathons
Shorter builds and earlier work: hackathon projects, applied AI, and the group's earlier EEG work.
ExoBiome
A 3-day Hack4SAGES 2026 project building a hybrid quantum-classical regression stack for exoplanet transmission spectra to estimate H2O, CO2, CO, CH4, and NH3.
Oscillate
A brain-computer interface that reads EEG data, classifies emotions using deep learning, and recommends therapeutic music — built in 24 hours.
[03]
In the Works
What the group is working on right now.
A second AAAI-27 submission
An Axion member is submitting separately to AAAI-27, in efficient machine learning rather than quantum computing. Details go up when the preprint does.
QC1, beyond banknotes
The ODRA 5 study is being extended past its original benchmark: further ansatz topologies, deeper circuits, and classification tasks outside banknote authentication.
Time on ODRA 5
The experiments run on a physical processor, not only simulators: cross-validated classification, state fidelity, KL expressibility, and Meyer-Wallach entanglement measured on ODRA 5 itself. Quantum processor access is provided by the Wrocław Centre for Networking and Supercomputing.
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