Christopher Mutschler

SEP 8, 2026 · PREPRINT

ZK-Trace: Certified Collusion Tracing with Zero-Knowledge Credentials for Federated GNSS Interference Monitoring

arXiv

Early-stage algorithmic and cryptographic framework validated on simulated GNSS data and standard benchmarks, demonstrating proof-of-concept for fingerprint-based model tracing but not yet deployed in real federated systems or clinical contexts.

AUG 10, 2026 · PREPRINT

CPDA: Class-Conditional Path Distribution Alignment for Unsupervised Time-Series Domain Adaptation

arXiv

This is a machine-learning methods paper without clinical outcomes, patient data, or health-related validation; it does not address a question a clinician or clinical researcher would use PeerCurrent to answer.