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Foundations without Fundamentals: Zero-Shot Blind Spots in Time Series FMs
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
SimpleTimeBench benchmark testing reveals Time Series Foundation Models fail basic temporal logic and trend unit tests.
Inspect the evidence
- Inclusion basis
- Enterprise AI
- Publisher and source type
- arXiv cs.LG — Machine Learning · RESEARCH
- Published by source
- 3 October 2026
- Collected by OneBench
- 4 Oct 2026, 03:02 UK
Stored source excerpt
arXiv:2610.02058v1 Announce Type: new Abstract: Despite the success of Time Series Foundation Models (TSFMs) on broad benchmarks, their ability to internalize basic temporal logic, especially…
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