From 24b9f9829abee663d75705edf589f3a2e1dac1be Mon Sep 17 00:00:00 2001 From: Charlotte Chan Date: Thu, 22 Oct 2026 13:30:30 -0700 Subject: [PATCH 1/2] Fix KumoForecast research citation in README Signed-off-by: Charlotte Chan --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index ebeee7dbbd..9cb2a48b89 100644 --- a/README.md +++ b/README.md @@ -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:** From 27dab54fd2f0da2325618bd5dc3065fd942e2eb8 Mon Sep 17 00:00:00 2001 From: rusty1s Date: Fri, 23 Oct 2026 10:03:41 +0000 Subject: [PATCH 2/2] update --- docs/source/api/models.rst | 2 +- sdm/models/kumo/timeseries/forecast/model.py | 9 ++++----- 2 files changed, 5 insertions(+), 6 deletions(-) diff --git a/docs/source/api/models.rst b/docs/source/api/models.rst index a259a89b38..9a7b49bc25 100644 --- a/docs/source/api/models.rst +++ b/docs/source/api/models.rst @@ -38,7 +38,7 @@ Overview - `Apache-2.0 `__ - `OpenMDW-1.1, with BSD-3-Clause notice `__ * - | :class:`~sdm.models.KumoForecast` - | (`Blog `__) + | (`Paper `__) - 2025-05-06 - 313.06M–317.26M - `Apache-2.0 `__ diff --git a/sdm/models/kumo/timeseries/forecast/model.py b/sdm/models/kumo/timeseries/forecast/model.py index 7eb9e25689..5ac402cfe4 100644 --- a/sdm/models/kumo/timeseries/forecast/model.py +++ b/sdm/models/kumo/timeseries/forecast/model.py @@ -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" `__. + r"""The time series forecasting foundation model from the + `"Memory-Augmented Forecasting: Scalability and Generalization Across + Temporal Domains" + `__ paper. .. figure:: /images/kumo_forecast_light.png :width: 100%