Project AURIONAI Use-Cases Research & Innovation
Sungkyunkwan University
time series

PaAno

Time-series anomaly detector ranked 1 on TSB-AD (VUS-PR 0.53 U, 0.43 M) in its ICLR 2026 paper.

Sungkyunkwan UniversitySungkyunkwan UniversitySouth Korea
Figure from the PaAno paper: Anomaly detection performance of PaAno and recent methods on TSB-AD-M.
Levelmodel
Classtime series
Parametersnot in the notes
Contextnot in the notes
Releasednot in the notes
Opennessunknown
Runs onnot in the notes
Statusnot in the notes

Benchmark Results

vendor-reported
TSB-ADtime series
Univariate (TSB-AD-U)vendor-reported
0.53
00.30.6

Score in VUS-PR. Higher is better.

rank 11 Jul 2026 arxiv.org
Multivariate (TSB-AD-M)vendor-reported
0.43
00.30.6

Score in VUS-PR. Higher is better.

rank 11 Jul 2026 arxiv.org
Where this comes from
Every score names who ran it: vendor-reported, maintainer-run or independent. A rank is shown with the population it was ranked in (gap rule 3).

Industry Use Cases

Industrial
Anomaly detection on sensor, SCADA and historian data

R&D Topics

Anomaly detection and predictive maintenance on sensor dataproduced by

Identity

Developer
Sungkyunkwan University
Family
not in the notes
Released
– sources
Weights published
–
Record checked
10 Oct 2026
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.

Architecture and Size

Architecture
other
Total parameters
– sources
Active parameters
–
Checkpoint parameters
–
Context length
not in the notes
Input
time series
Output
not in the notes
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).

Openness and Access

Openness
unknown
Licence
not in the notes sources
Access routes
not in the notes
Where this comes from
The licence file governs over registry tags and aggregator labels.

Deployment

Runs on
not in the notes
Footprint
not in the notes
Runtimes
not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.

Indonesia

Indonesian support
not stated
Regional languages
not in the notes
Jakarta hosting
unknown
Languages
not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.

Lineage

The notes record no lineage for this model.

Sources

  1. arxiv.org/pdf/2602.01359 https://arxiv.org/pdf/2602.01359
  2. arxiv.org/html/2602.01359 https://arxiv.org/html/2602.01359

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "PaAno", https://aurion.semai.id/models/paano/, records of October 2026.