TimeInf: Time Series Data Contribution via Influence Functions

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TimeInf: Time Series Data Contribution via Influence Functions

21 July 2024

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Papers citing "TimeInf: Time Series Data Contribution via Influence Functions"

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Title
Lightweight Time Series Data Valuation on Time Series Foundation Models via In-Context Finetuning Shunyu Wu Tianyue Li Yixuan Leng Jingyi Suo Jian Lou Dan Li See-Kiong Ng AI4TS 60 0 0 10 Nov 2025
TSRating: Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment Shunyu Wu Dan Li Haozheng Ye Zhuomin Chen Jiahui Zhou Jian Lou Zibin Zheng See-Kiong Ng AI4TS 179 0 0 02 Jun 2025
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence EstimationNeural Information Processing Systems (NeurIPS), 2020 Vitaly Feldman Chiyuan Zhang TDI 482 558 0 09 Aug 2020
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 2.7K 28,412 0 22 May 2017