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Rethinking Weak Supervision in Anomaly Detection: A Comprehensive Benchmark

cs.LG · 2026-05-25 · accept · novelty 7.0

WSADBench unifies WSAD evaluation across three supervision types, runs 700K experiments on 36 algorithms and 4 modalities, and finds strong correlations between scenarios plus performance boundaries favoring general models except in extreme label scarcity.

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  • Rethinking Weak Supervision in Anomaly Detection: A Comprehensive Benchmark cs.LG · 2026-05-25 · accept · none · ref 78

    WSADBench unifies WSAD evaluation across three supervision types, runs 700K experiments on 36 algorithms and 4 modalities, and finds strong correlations between scenarios plus performance boundaries favoring general models except in extreme label scarcity.