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Preprint Aug 2026

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

Unsupervised time-series domain adaptation (DA) addresses the challenge of transferring a classifier from a labeled source domain to an unlabeled target domain under distribution shifts induced by different users, sensors, devices, acquisition conditions, or temporal dynamics. Existing methods typically mitigate this s...

Felix Ott, Christopher Mutschler · 0 citations
Preprint Aug 2026

Analyzing and Characterizing Multi-Source Interference Effects at Jammertest Norway 2025

Intentional radio-frequency interference from low-cost GNSS jammers increasingly threatens the accuracy and reliability of satellite-based positioning. Mitigating this threat requires not only detection but also robust waveform classification and characterization, direction-of-arrival inference for localization, and im...

Lucas Heublein, I. Vidal, Tobias Feigl et al. · 0 citations
#machine learning Open access Sep 2026

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

Federated global navigation satellite system (GNSS) monitoring distributes a proprietary classifier to partly trusted stations, any of which may leak its copy. ZK-Trace combines public identity marks, recipient-specific Tardos fingerprints, and zero-knowledge credential verification. The registry supports offline traci...

Redwanul Karim, N. Raichur, Lucas Heublein et al. · 0 citations

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