TimesFM achieved the lowest MSE on 13 of 15 US state-race population forecast tasks, but the paper fine-tuned it for 50 epochs per state despite claiming no task-specific fine-tuning.
Long-term forecasting with tide: Time-series dense encoder
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
REJECT 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Comparative Analysis of Time Series Foundation Models for Demographic Forecasting: Enhancing Predictive Accuracy in US Population Dynamics
TimesFM achieved the lowest MSE on 13 of 15 US state-race population forecast tasks, but the paper fine-tuned it for 50 epochs per state despite claiming no task-specific fine-tuning.