SigDiffusions: Score-Based Diffusion Models for Time Series via Log-Signature Embeddings

Barbora Barancikova, Zhuoyue Huang, Cristopher Salvi
2/12/2026

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@article{barancikova2026sigdiffusions,
  title  = {SigDiffusions: Score-Based Diffusion Models for Time Series via Log-Signature Embeddings},
  author = {Barbora Barancikova and Zhuoyue Huang and Cristopher Salvi},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:510bcd2eb724116aaf3a5ac2ab86d8748504e806},
  journal = {ICLR 2025 2025}
}

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