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rusty1s merged 3 commits into from
Oct 23, 2026
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Fix KumoForecast research link and citation in README #1249

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24b9f98
Fix KumoForecast research citation in README
charlottechan-crypto Oct 22, 2026
27dab54
update
rusty1s Oct 23, 2026
53fd890
Merge branch 'main' into bug-kumoforecast-readme-citation
rusty1s Oct 23, 2026
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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -53,7 +53,7 @@ pip install git+https://github.com/NVIDIA/structured-data-models.git

**Times Series Forecasting Foundation Models:**

- **[`KumoForecast`](https://nvidia.github.io/structured-data-models/api/generated/sdm.models.KumoForecast)** from Chen *et al.*: [New NVIDIA NV-Tesseract Time Series Models Advance Dataset Processing and Anomaly Detection](https://developer.nvidia.com/blog/new-nvidia-nv-tesseract-time-series-models-advance-dataset-processing-and-anomaly-detection) ('25)
- **[`KumoForecast`](https://nvidia.github.io/structured-data-models/api/generated/sdm.models.KumoForecast)** from Gautam *et al.*: [Memory-Augmented Forecasting: Scalability and Generalization Across Temporal Domains](https://ieeexplore.ieee.org/abstract/document/11402442) (IEEE BigData '25)
- **[`TimesFM3`](https://nvidia.github.io/structured-data-models/api/generated/sdm.models.TimesFM3)** from Jain *et al.*: [TimesFM-3: A Zero-Shot Foundation Model for Multivariate Forecasting](https://research.google/blog/timesfm-3-a-zero-shot-foundation-model-for-multivariate-forecasting) ('26)

**Times Series Anomaly Detection Foundation Models:**
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2 changes: 1 addition & 1 deletion docs/source/api/models.rst
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Expand Up @@ -38,7 +38,7 @@ Overview
- `Apache-2.0 <https://github.com/NVIDIA/structured-data-models/blob/main/LICENSE>`__
- `OpenMDW-1.1, with BSD-3-Clause notice <https://huggingface.co/nvidia/Kumo-Relational>`__
* - | :class:`~sdm.models.KumoForecast`
| (`Blog <https://developer.nvidia.com/blog/new-nvidia-nv-tesseract-time-series-models-advance-dataset-processing-and-anomaly-detection>`__)
| (`Paper <https://ieeexplore.ieee.org/abstract/document/11402442>`__)
- 2025-05-06
- 313.06M–317.26M
- `Apache-2.0 <https://github.com/NVIDIA/structured-data-models/blob/main/LICENSE>`__
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9 changes: 4 additions & 5 deletions sdm/models/kumo/timeseries/forecast/model.py
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Expand Up @@ -24,11 +24,10 @@


class KumoForecast(ICLModel):
r"""The time series forecasting foundation model from
`"New NVIDIA NV-Tesseract Time Series Models Advance Dataset Processing and
Anomaly Detection" <https://developer.nvidia.com/blog/
new-nvidia-nv-tesseract-time-series-models-advance-dataset-processing-and-
anomaly-detection>`__.
r"""The time series forecasting foundation model from the
`"Memory-Augmented Forecasting: Scalability and Generalization Across
Temporal Domains"
<https://ieeexplore.ieee.org/abstract/document/11402442>`__ paper.

.. figure:: /images/kumo_forecast_light.png
:width: 100%
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