On the Feasibility of Vision-Language Models for Time-Series Classification

Inception time

Original

Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, and François Petitjean. 2019 · 1909

Earlier work this paper cites.

The ucr time series archive

Original

Hoang Anh Dau, Anthony Bagnall, Kaveh Kamgar, Chin-Chia Michael Yeh, Yan Zhu, Shaghayegh Gharghabi, Chotirat Ann Ratanamahatana, and Eamonn Keogh. 2018 · 2018

Earlier work this paper cites.

Data augmentation using synthetic data for time series classification with deep residual networks

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, and Pierre-Alain Muller. 2018 · 2018

Earlier work this paper cites.

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Visual instruction tuning

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Large language models are zero-shot time series forecasters

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Nate Gruver, Marc Finzi, Shikai Qiu, and Andrew Gordon Wilson. 2024 · 2024

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