LLM4TS_FS achieves the best MSE on four of seven long-term datasets, but the claimed broad advantage of pre-trained large models over small transformers is not consistent across all benchmarks.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
REJECT 1representative citing papers
citing papers explorer
-
Scaling Transformers for Time Series Forecasting: Do Pretrained Large Models Outperform Small-Scale Alternatives?
LLM4TS_FS achieves the best MSE on four of seven long-term datasets, but the claimed broad advantage of pre-trained large models over small transformers is not consistent across all benchmarks.