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Executable Science local pilot drafts
Compare residuals near simple and double roots at the same candidate locations to illustrate why a small residual can have different interpretations.
Investigate How does a multiple root change the relationship between residual magnitude and distance to the known root?
UCI Machine Learning Repository
Rice-grain shape measurements for a compact agricultural classification study.
Investigate Which geometric features preserve rice-variety discrimination under a frozen evaluation protocol?
Upstream project repository
Geospatial raster operations and metadata access for xarray objects.
Investigate Does a simple rectangular clip preserve expected pixels, CRS, and transform metadata?
Upstream project repository
Incremental machine learning and evaluation for data streams.
Investigate How quickly does a fixed online learner adapt after a declared change in the generating process?
UCI Machine Learning Repository
Robot-operation measurements and failure types for investigating grouped fault detection.
Investigate How does robot failure classification change when whole execution episodes are held out?
Upstream project repository
Experiment organization and observation tooling for capturing configurations, dependencies and run outcomes.
Investigate Does a controlled failed run preserve its configuration and failure outcome as clearly as a successful run?
Upstream project repository
Sparse-autoencoder research tooling for examining reconstruction, sparsity and feature interventions on neural activations.
Investigate How does a fixed sparsity setting trade reconstruction error against active features on an authored low-dimensional activation set?
Upstream project repository
Tensor serialization tooling for studying shape, dtype and byte-level preservation without a pickle-style object format.
Investigate Do small authored tensors round-trip with exact dtype, shape and payload bytes through the selected serializer?
Upstream project repository
Sampling and analysis methods for global sensitivity analysis of computational models.
Investigate How do estimated variance-based sensitivity indices converge for a fixed analytic benchmark?
Upstream project repository
Scientific coding benchmark repository linking problem formulations and evaluation logic for researcher-oriented model assessment.
Investigate Can one rights-reviewed scientific coding task distinguish a syntactically valid solution from numerical correctness under fixed tolerances?
Upstream project repository
Algorithms and data structures for biological sequences, diversity, and related analyses.
Investigate Do selected diversity measures match explicit formulas on a fixed set of abundance vectors?
Upstream project repository
Finite-element assembly and related numerical tools implemented for Python workflows.
Investigate Does mesh refinement achieve the expected error trend for a manufactured Poisson solution?
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