Adaptive Time Series Reasoning via Segment Selection
Shvat Messica, Jiawen Zhang, Kevin Li, Theodoros Tsiligkaridis, M. Zitnik
February 2026
arXiv | February 2026
Jiawen Zhang
Senior Researcher
Publications
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Are Time-Series Foundation Models Deployment-Ready? A Systematic Study of Adversarial Robustness Across Domains
Jiawen Zhang, Zhenwei Zhang, Shun Zheng, Xumeng Wen, Jia Li, Jiang Bian
May 2025
arXiv | May 2025
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Does Cross-Domain Pre-Training Truly Help Time-Series Foundation Models?
Zhenwei Zhang, Jiawen Zhang, Shun Zheng, Yuantao Gu, Jiang Bian
ICLR 2025 FM-Wild Workshop | March 2025
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Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting
Xiaobin Hong, Jiawen Zhang, Wenzhong Li, Sanglu Lu, Jia Li
March 2025
arXiv | March 2025
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Adaptive Time Series Reasoning via Segment Selection
Shvat Messica, Jiawen Zhang, Kevin Li, Theodoros Tsiligkaridis, M. Zitnik
February 2026
arXiv | February 2026
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Are Time-Series Foundation Models Deployment-Ready? A Systematic Study of Adversarial Robustness Across Domains
Jiawen Zhang, Zhenwei Zhang, Shun Zheng, Xumeng Wen, Jia Li, Jiang Bian
May 2025
arXiv | May 2025
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Does Cross-Domain Pre-Training Truly Help Time-Series Foundation Models?
Zhenwei Zhang, Jiawen Zhang, Shun Zheng, Yuantao Gu, Jiang Bian
ICLR 2025 FM-Wild Workshop | March 2025
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Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting
Xiaobin Hong, Jiawen Zhang, Wenzhong Li, Sanglu Lu, Jia Li
March 2025
arXiv | March 2025
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Does Cross-Domain Pre-Training Truly Help Time-Series Foundation Models?
Zhenwei Zhang, Jiawen Zhang, Shun Zheng, Yuantao Gu, Jiang Bian
ICLR 2025 FM-Wild Workshop | March 2025
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-
Adaptive Time Series Reasoning via Segment Selection
Shvat Messica, Jiawen Zhang, Kevin Li, Theodoros Tsiligkaridis, M. Zitnik
February 2026
arXiv | February 2026
-
Are Time-Series Foundation Models Deployment-Ready? A Systematic Study of Adversarial Robustness Across Domains
Jiawen Zhang, Zhenwei Zhang, Shun Zheng, Xumeng Wen, Jia Li, Jiang Bian
May 2025
arXiv | May 2025
-
Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting
Xiaobin Hong, Jiawen Zhang, Wenzhong Li, Sanglu Lu, Jia Li
March 2025
arXiv | March 2025
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