DSAQAI / Research & benchmarks
Research & benchmarks
Prototype & researchResearch that can be reproduced.
Each published experiment should show problem definition, dataset status, constraints, baseline, method, hardware or simulator, metrics, limitations, reproducibility status and named reviewers.
Research agenda
The evidence gate for every research track.
| RESEARCH TRACK | INDICATIVE PROBLEMS | EVIDENCE GATE |
|---|---|---|
| Optimisation | Portfolio, collateral, treasury, collections routing and resource allocation | Classical benchmark required |
| Risk and simulation | Scenario generation, sampling and sensitivity exploration | Reproducible quality and runtime |
| Machine-learning research | Feature selection, clustering, anomaly detection and hybrid kernels | No advantage claim without validation |
| Quantum-safe readiness | Cryptographic inventory, data-lifetime analysis and migration planning | Standards-aligned scope and expert review |
Publication status
No benchmark results claimed.
Benchmark notes, experiments and papers will appear here once authorship, methods, limitations, reproducibility and reviewer details are ready for publication.
Terminology
Prototype is not production readiness.
A prototype evaluates technical feasibility. A pilot is a controlled deployment with agreed users, data, safeguards and success measures. Neither term implies production readiness or quantum advantage.
Build a clearer way forward