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Kin G. Olivares

2 accepted papers

2026

Zero-shot Forecasting by Simulation Alone

ICLR 2026poster

Zero-shot time-series forecasting holds great promise, but is still in its infancy, hindered by limited and biased data corpora, leakage-prone evaluation, and privacy and licensing constraints. We propose the first practical univariate time-series simulation pipeline, which is simultaneously fast en…

Cited by 0SourceScholar
2023

NHITS: Neural Hierarchical Interpolation for Time Series Forecasting

AAAI 2023technical

Recent progress in neural forecasting accelerated improvements in the performance of large-scale forecasting systems. Yet, long-horizon forecasting remains a very difficult task. Two common challenges afflicting the task are the volatility of the predictions and their computational complexity. We in…