Computational research note · Executed experiment
Shot Budget as a Scientific Resource
Precision and cost in a reproducible QAOA experiment.
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Maurizio Viviani · Independent research
Research Articles & Experiments
Scientific work by Maurizio Viviani: executed computational notes, research perspectives and proposed experiments across quantum computing, AI and scientific infrastructure.
Latest research
Two executed studies and one research protocol. Each article includes its scope, method and scientific context.
Computational research note · Executed experiment
Calibration Before Quantum Claims
A reproducible control experiment for scientific classifiers.
Read the researchResearch proposal · Evaluation protocol
An Evidence Contract for Hybrid Scientific Workflows
A proposed evaluation protocol across classical and quantum execution.
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Research perspective
When does a quantum result become scientifically useful?
A framework for representation, baselines, uncertainty and complete workflow cost.
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AI Models as Software
Secure loading, artifact trust and the scope of existing controls.
Read the researchTechnical case study · Experimental hardware
Instrumentation IoT and Experimental Prototyping
Aqua Vitaque hardware, membrane diagnostics and sensing-to-software integration.
Read the researchFive research directions
Research direction
Hybrid quantum computing
Connect quantum algorithms with the classical systems that make scientific work possible.
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Quantum AI & scientific inference
Explore learning models that bring quantum representations, physical constraints and testable inference together.
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Quantum-inspired bioscience
Study biological complexity through compressed correlations, probabilistic models and structured optimization.
Read the researchResearch direction + open demo
Quantum optimization & autonomy
Turn planning and allocation problems into explicit objectives that classical and quantum methods can both challenge.
Read the researchIndependent R&D
Adaptive trust in the quantum era
Explore how cryptography, implementation diversity and control over access can evolve together.
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