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20222026
most citedHigh-dimensional inference on jumps in nonparametric time series regression models

1 citations · 1 across the 6 of their papers we have counts for

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stat.ML2026

Patch Attention Wisely: Understanding Patch Length in Attention-Based Forecasting

Junyu Chen, Likai Chen, Weining Wang

Attention-based time series forecasters commonly group consecutive observations into patches. Patch length is known to have a substantial impact on forecasting performance, yet its…

econ.EM2026

From Vector Autoregressions to AI-based Time Series Forecasting: A Review

Likai Chen, Weining Wang

Forecasting is a central goal of time-series analysis. This review centers on three major developments in recent AI-based time-series forecasting: transformers, large pretrained mo…