Project AURIONAI Use-Cases Research & Innovation
University of Notre Dame
time series

MSCRED

Top of the SKAB changepoint leaderboard.

Figure from the MSCRED paper: signature matrix encoding, attention ConvLSTM and decoding framework.
Levelmodel
Classtime series
Parametersnot in the notes
Contextnot in the notes
Released20 Nov 2018
Opennessunknown
Runs onnot in the notes
Statusnot in the notes

Benchmark Results

maintainer-run
SKABtime series
Changepoint detection leaderboardmaintainer-run
32.42
02040

Score in NAB score. Higher is better.

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).

R&D Topics

Identity

Developer
University of Notre Dame, NEC
Family
not in the notes
Released
20 Nov 2018 sourcesannouncement page
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.

Industry Use Cases

No industry use case links this model.

Sources

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