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Add self-supervised time-series representation learning #7700
Description
Is your feature request related to a problem? Please describe.
No
Describe the solution you'd like
Add native support for learning feature embeddings from time-series data using self-supervised learning.
The learned representation should be usable as input to existing ML.NET trainers and support standard ML.NET model persistence and pipelines.
Describe alternatives you've considered
None
Additional context
Relevant implementations:
Activity
github-actions commentedon Sep 9, 2026
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matouskozak commentedon Sep 23, 2026
@superichmann could you show some real use-case for this feature? We currently don't support self-supervised time-series representation and we would need to see high demand for such investment.
dotnet-policy-service commentedon Sep 23, 2026
This issue has been marked
needs-author-actionand may be missing some important information.dotnet-policy-service commentedon Oct 7, 2026
This issue has been automatically marked
no-recent-activitybecause it has not had any activity for 14 days. It will be closed if no further activity occurs within 14 more days. Any new comment (by anyone, not necessarily the author) will removeno-recent-activity.dotnet-policy-service commentedon Oct 21, 2026
This issue will now be closed since it had been marked
no-recent-activitybut received no further activity in the past 14 days. It is still possible to reopen or comment on the issue, but please note that the issue will be locked if it remains inactive for another 30 days.