Freq-Synth trains zero-shot forecasters on harmonic sine waves generated from the target sampling rate and beats real-data training on 6 of 8 benchmarks.
• Timer (Liu et al., 2024d) employs a GPT-style architecture, originally designed for a range of tasks such as imputation, anomaly detection, and forecasting
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting
Freq-Synth trains zero-shot forecasters on harmonic sine waves generated from the target sampling rate and beats real-data training on 6 of 8 benchmarks.