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This is a cleaned version for the DeepVATS repository, including the new integrations showed in the following research papers:

@article{Santamaria-Valenzuela2024,
    title={On the Integration of Large-scale Time Series Distance Matrices into Deep Visual Analytic Tools},
    author={Santamaria-Valenzuela, Inmaculada and Rodriguez-Fernandez, Victor and Camacho, David},
    year={2025},
    doi={10.1007/s12559-024-10394-x},
    journal={Cognitive Computation},
    volume = {17},
    number={29}
    
}

TODO: complete when published / in arXIV

@article{Santamaria-Valenzuela2025,
    title={Decoding Latent Spaces: Assessing the
Interpretability of Time Series Foundation Models
for Visual Analytics},
    author={Santamaria-Valenzuela, Inmaculada and Rodriguez-Fernandez, Victor and Huertas-Tato, Javier and Hyuk Park, Jong and Camacho, David},
    year={2025},
    doi={},
    journal={},
    volume = {},
    number={}
    
}

Please take a look to the rest of pages to understand the notebooks related to de diferent sections of the research paper and how to replicate the obtained results.