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cs.LG2026
DBCM: Dual-Branch Calibration Module for Test-Time Adaptation in Time Series Forecasting
Jaebyeong Jeon, Kunwoo Kang, Sang Yup Lee +1
Non-stationarity induces test-time distribution shifts in time series forecasting (TSF), resulting in forecast residuals between predictions and the corresponding ground truth. Rec…
cs.LG2025
Soft Task-Aware Routing of Experts for Equivariant Representation Learning
Jaebyeong Jeon, Hyeonseo Jang, Jy-yong Sohn +1
Equivariant representation learning aims to capture variations induced by input transformations in the representation space, whereas invariant representation learning encodes seman…