TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/DFM (flow matching)

DFM (flow matching)

Reported on 8 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

  • Anomaly DetectiononSMAP
    F1· 2024-10-11
    94.1
    SOTA
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246
  • Anomaly DetectiononSMAP
    Precision· 2024-10-11
    89.7
    SOTA
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246
  • Anomaly DetectiononSMAP
    AUC· 2024-10-11
    98.6
    best: 99.21 (TranAd)
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246
  • Anomaly DetectiononSMAP
    Recall· 2024-10-11
    98.9
    best: 99.99 (TranAd)
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246

Graphs4 results

  • Unsupervised Anomaly DetectiononSMAP
    F1· 2024-10-11
    94.1
    SOTA
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246
  • Unsupervised Anomaly DetectiononSMAP
    Precision· 2024-10-11
    89.7
    SOTA
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246
  • Unsupervised Anomaly DetectiononSMAP
    AUC· 2024-10-11
    98.6
    best: 99.21 (TranAd)
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246
  • Unsupervised Anomaly DetectiononSMAP
    Recall· 2024-10-11
    98.9
    best: 99.99 (TranAd)
    DFM: Interpolant-free Dual Flow MatchingarXiv:2410.09246