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UCI Machine Learning Repository
Crane-controller examples for evaluating interpretable approximations of a control rule.
Investigate Can a compact crane-controller surrogate reproduce outputs on withheld input combinations?
Upstream project repository
Pairwise and marginal visualization of multidimensional samples.
Investigate Do plotted marginal summaries correspond to explicitly specified bins and quantiles of a fixed synthetic sample?
UCI Machine Learning Repository
Landscape covariates and forest-cover labels for studying spatially dependent classification.
Investigate How does forest-cover classification change under geography-aware grouping compared with a random split?
UCI Machine Learning Repository
Fused optical and radar descriptors for examining agricultural land-cover prediction.
Investigate How does crop classification change when geographic fields rather than rows define the split?
UCI Machine Learning Repository
Printing-process measurements and defect labels for testing robust industrial classification.
Investigate Which missing-data policy produces the most stable cylinder-banding classifier on a frozen split?
UCI Machine Learning Repository
Drive-system measurements for examining sensorless motor-state classification.
Investigate How does drive diagnosis change when acquisition runs rather than individual rows define the split?
UCI Machine Learning Repository
Bean morphology descriptors for an agricultural multiclass classification and calibration study.
Investigate Which bean varieties remain confused after train-only scaling and classwise uncertainty reporting?
Upstream project repository
Programming and optimization interfaces for composing language-model workflows and measuring objective-driven changes.
Investigate Can a small optimized prompt program be compared with its baseline using a held-out authored task set?
Upstream project repository
Nested sampling and dynamic nested sampling for Bayesian evidence and posterior exploration.
Investigate How accurately does nested sampling estimate evidence for a fixed bounded Gaussian likelihood?
UCI Machine Learning Repository
Protein descriptors and cellular-location labels from a microbial classification benchmark.
Investigate How sensitive is E. coli localization performance to feature scaling and class imbalance?
UCI Machine Learning Repository
Ocean and atmospheric observations for investigating temporal forecasting and missing records.
Investigate Does a persistence baseline remain competitive for an El Nino variable under chronological evaluation?
UCI Machine Learning Repository
Simulated electrical-network parameters and stability outcomes for examining surrogate reliability.
Investigate Can a stability classifier generalize to withheld operating-parameter regions?
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