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Upstream project repository
Parameterization and execution of notebooks for repeatable computational workflows.
Investigate Does an isolated parameterized notebook run preserve supplied parameters and produce the independently expected deterministic output?
Upstream project repository
Parameter-efficient model adaptation methods for testing trainable-parameter budgets and adapter composition.
Investigate Does a low-rank adapter preserve the frozen base parameters and produce the same outputs before and after an explicitly supported merge?
UCI Machine Learning Repository
Sensor responses to fragrance samples for examining chemical recognition and repeat-measurement leakage.
Investigate How does perfume recognition change when repeated measurements of a sample stay within one fold?
SciPy documentation
A reference for permutation tests that distinguishes exchangeability structures, exact enumeration and randomized null sampling.
Investigate For a small paired dataset, does the randomized test approach an independently enumerated exact null distribution?
UCI Machine Learning Repository
Hourly generation measurements for evaluating electricity-supply forecasting across time.
Investigate Does seasonal persistence match a covariate-based generation forecast on a final chronological holdout?
Upstream project repository
Astronomical image analysis for source detection, apertures, backgrounds, and photometry.
Investigate How does aperture flux error vary with source position and aperture radius on a synthetic image?
UCI Machine Learning Repository
Hardware challenge-response records for studying generalization in physical-device models.
Investigate How does a challenge-response model generalize when devices or challenge families are held out?
Upstream project repository
Statistical tests, effect sizes, correlations, and related analysis helpers.
Investigate Do paired-test estimates and confidence intervals agree with an independently calculated small-sample fixture?
Upstream project repository
ARIMA modeling, order-selection, and time-series preprocessing utilities for Python.
Investigate How often does a frozen order-selection procedure recover the generating order at specified sample sizes?
UCI Machine Learning Repository
Generated card hands with rule-based labels for testing rare combinatorial classes.
Investigate Can a poker-hand classifier identify rare hand classes on a split that excludes reordered duplicates?
Upstream project repository
Columnar DataFrame processing with query planning and parallel execution.
Investigate Do eager and lazy query plans preserve exact grouped totals under filtering and null values?
Upstream project repository
Management and retrieval of data files with registry and checksum support.
Investigate Does a fixed registry detect a deliberately changed input rather than silently accepting stale bytes?
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