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Wanfang Chen

2 accepted papers

2026

Characteristic Root Analysis and Regularization for Linear Time Series Forecasting

ICLR 2026poster

Time series forecasting remains a critical challenge across numerous domains, yet the effectiveness of complex models often varies unpredictably across datasets. Recent studies highlight the surprising competitiveness of simple linear models, suggesting that their robustness and interpretability wa…

Cited by 0SourcecodeScholar
2026

The Labyrinth and the Thread: Rethinking Regularizations in Sequential Knowledge Editing for Large Language Models

ICML 2026poster

Sequential editing of structured knowledge in large language models allows targeted factual updates without retraining, yet existing methods often rely on complex regularization or constraint mechanisms whose necessity remains unclear. In this work, we systematically investigate the mechanisms under…

Cited by 0SourceScholar