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UCI Machine Learning Repository
Chess endgame positions for examining generalization under exact combinatorial constraints.
Investigate How does an endgame classifier perform on held-out position symmetries after duplicate-equivalence checks?
UCI Machine Learning Repository
Climate-model run parameters and crash labels for examining failure prediction in simulation campaigns.
Investigate Can a small classifier identify climate simulation crashes under a frozen class-balanced evaluation?
UCI Machine Learning Repository
Power-plant ambient conditions and electrical output for studying operating-regime prediction.
Investigate How does power-output regression change when temperature regimes are withheld?
UCI Machine Learning Repository
Computer-system specifications and performance measures for a small regression audit.
Investigate How does machine-family separation affect hardware-performance prediction error?
UCI Machine Learning Repository
Concrete mixture and age measurements for studying nonlinear strength prediction.
Investigate How does a concrete-strength model generalize when curing-age ranges are withheld?
UCI Machine Learning Repository
Concrete mixture properties and flow/strength responses for small multi-output regression studies.
Investigate How sensitive are slump and strength estimates to leaving out one mixture at a time?
UCI Machine Learning Repository
Naval propulsion simulation variables for studying degradation-state surrogate models.
Investigate Does a condition model generalize to withheld combinations of propulsion operating settings?
UCI Machine Learning Repository
Hydraulic test-rig sensor records for studying condition monitoring across repeated cycles.
Investigate How does hydraulic fault diagnosis change when full operating cycles define the split?
UCI Machine Learning Repository
Enumerated game positions for studying categorical prediction and symmetry-aware evaluation.
Investigate Does grouping symmetry-equivalent Connect-4 positions change apparent test accuracy?
UCI Machine Learning Repository
Acoustic-return features for investigating uncertainty in a small binary detection benchmark.
Investigate How variable is sonar classification across fixed stratified splits with train-only preprocessing?
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?
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