Papers
1–2 of 2Research Paper·Feb 5, 2026·B2B
Position: Universal Time Series Foundation Models Rest on a Category Error
This position paper argues that the pursuit of "Universal Foundation Models for Time Series" rests on a fundamental category error, mistaking a structural Container for a semantic Modality. We contend...
2.0 viability
Research Paper·Feb 18, 2026
Position: Why a Dynamical Systems Perspective is Needed to Advance Time Series Modeling
Time series (TS) modeling has come a long way from early statistical, mainly linear, approaches to the current trend in TS foundation models. With a lot of hype and industrial demand in this field, it...
2.0 viability