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[ENH] NaiveForecaster update() is computationally inefficient

enhancementAdding new functionalityAdding new functionality

Status: Open.

#9481 In sktime/sktime;

· Mohit25f101 opened on Feb 24, 2026

[ENH] Kernel-MMD (Maximum Mean Discrepancy) change point detector for high-dimensional embeddings

enhancementAdding new functionalityAdding new functionality

Status: Open.

#9475 In sktime/sktime;

· AnimeshPatra2005 opened on Feb 24, 2026

[ENH] Add Mantis as a foundational model for TSC

enhancementAdding new functionalityAdding new functionality

module:classificationclassification module: time series classificationclassification module: time series classification

Status: Open.

#9474 In sktime/sktime;

· srupat opened on Feb 24, 2026

[ENH] Add native PELT (Pruned Exact Linear Time) change point detector

Status: Open.

#9470 In sktime/sktime;

· RajdeepKushwaha5 opened on Feb 23, 2026

[ENH] Implement ConvTran deep learning estimator for classification and regression in PyTorch

enhancementAdding new functionalityAdding new functionality

Status: Open.

#9465 In sktime/sktime;

· srupat opened on Feb 23, 2026

[BUG] BaseClassifierTorch does not respects <code>activation</code> passed by estimator

good first issueGood for newcomersGood for newcomers

module:classificationclassification module: time series classificationclassification module: time series classification

module:deep-learning&networksneural network module - layers, network templatesneural network module - layers, network templates

Status: Open.

#9451 In sktime/sktime;

· Faakhir30 opened on Feb 21, 2026

[ENH] Interface Forecasters from the M4 Competition

enhancementAdding new functionalityAdding new functionality

feature requestNew feature or requestNew feature or request

good first issueGood for newcomersGood for newcomers

module:forecastingforecasting module: forecasting, incl probabilistic and hierarchical forecastingforecasting module: forecasting, incl probabilistic and hierarchical forecasting

Status: Open.

#9449 In sktime/sktime;

· jgyasu opened on Feb 21, 2026

[BUG] TapNet TF: RP dimension uses series_length and CNN weights not shared (paper mismatch)

bugSomething isn't workingSomething isn't working

Status: Open.

#9446 In sktime/sktime;

· srupat opened on Feb 21, 2026

[BUG] Compound descriptor in ShapeDTW uses incorrect data source in _combine_data_frames

Status: Open.

#9434 In sktime/sktime;

· un1u3 opened on Feb 20, 2026

[BUG] JSONStorageHandler missing encoding specification causes platform-dependent behavior

Status: Open.

#9431 In sktime/sktime;

· magic-peach opened on Feb 20, 2026

[BUG] Missing input validation in craft function allows arbitrary code execution

module:base-frameworkBaseObject, registry, base frameworkBaseObject, registry, base framework

Status: Open.

#9430 In sktime/sktime;

· magic-peach opened on Feb 20, 2026

[BUG] Typo in fracdiff README: "imcorporate" should be "incorporate"

bugSomething isn't workingSomething isn't working

Status: Open.

#9414 In sktime/sktime;

· MayankSharma-2812 opened on Feb 19, 2026