No. 1370Problem statementSecurity and governanceQuantum-Inspired Cyber Threat Detection for Digital Signature Security
Develop a simulated threat-detection and verification framework for teleportation-based quantum digital signatures, explicitly without AI or machine learning. Use quantum-state/measurement principles and statistical thresholds to examine forgery, impersonation, replay and unauthorised verification. Include mathematical modelling, controlled attack simulations, security analysis and performance evaluation. Strong security and low complexity are properties to test, not guaranteed outcomes; the source leaves its deliverables table unfinished.
No. 1421Problem statementSecurity and governanceTrustworthy Computer Vision Integrity Assurance for Data, Models and Inference Outputs in Multi-Contributor Pipelines
Develop an offline, model-agnostic vision-assurance framework assessing contributed training data, model behaviour and inference records. Identify suspicious samples/contributor patterns, evaluate model integrity within declared access limits and cryptographically bind outputs to inputs, weights and processing configuration. Distinguish distribution shift from manipulation where evidence permits, reporting explanations, confidence, actions and tamper-evident history. Support COCO/YOLO and organiser ONNX/PyTorch formats; baseline checks must not require retraining, and white-box methods must degrade honestly without access. Demonstrate reproducible public/team-generated tests and declare coverage gaps.
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