Publications

ARM: Refining Multivariate Forecasting with Adaptive Temporal‑Contextual Learning

ICLR 2024

Jiecheng Lu, Xu Han, Shihao Yang

Presents ARM with AUEL, Random Dropping, and multi‑kernel local smoothing to better capture series‑wise patterns and inter‑series dependencies for long‑term multivariate TSF.

Adaptive temporal‑contextual learning that strengthens multivariate forecasting by addressing series heterogeneity and dependency learning.