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cs.LG2025
CaberNet: Causal Representation Learning for Cross-Domain HVAC Energy Prediction
Kaiyuan Zhai, Jiacheng Cui, Zhehao Zhang +4
Cross-domain HVAC energy prediction is essential for scalable building energy management, particularly because collecting extensive labeled data for every new building is both cost…
cs.LG2024
Enabling Time-series Foundation Model for Building Energy Forecasting via Contrastive Curriculum Learning
Rui Liang, Yang Deng, Donghua Xie +2
Advances in time-series forecasting are driving a shift from conventional machine learning models to foundation models (FMs) that are trained with generalized knowledge. However, e…