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TELESAFE: Detecting Private/Work Boundary Crossings in Energy Consumption Trails in Telework

Summary: TELESAFE detects private/work boundary crossings in telework by analyzing household electricity consumption trails without training or home instrumentation and can run locally on resource‑constrained devices. It achieves >90% F‑score on real datasets, outperforms ML/DL baselines in complex multi‑device/variable‑length activity settings, and enables privacy‑aware self or third‑party assessment. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13819
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,561 | 26.53%
DOI
10.14778/3725688.3725690

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