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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?
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?
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?
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?
UCI Machine Learning Repository
City electricity-demand measurements for studying seasonal and multi-zone forecasts.
Investigate Does a zone-aware load forecast improve on seasonal persistence in a chronological Tetouan holdout?
UCI Machine Learning Repository
Artificial oscillatory sequences for testing methods against controlled temporal structure.
Investigate Can a period-aware baseline outperform persistence on a fixed pseudo-periodic holdout?
Upstream project repository
Probabilistic programming and inference built around the PyTorch numerical stack.
Investigate How much bias remains in a fixed variational approximation to a conjugate posterior?
UCI Machine Learning Repository
Chemical descriptors and aquatic bioassay outcomes for a bounded ecotoxicology regression audit.
Investigate Which compounds dominate aquatic-toxicity error after train-only preprocessing and influence analysis?
UCI Machine Learning Repository
Molecular descriptors and biodegradation labels for checking chemical prediction protocols.
Investigate How does chemical-group-aware splitting change biodegradation classification performance?
UCI Machine Learning Repository
Chemical descriptors and fish bioconcentration factors for studying environmental-property prediction.
Investigate How does bioconcentration prediction change when related chemicals are kept in the same fold?
UCI Machine Learning Repository
Molecular descriptors and aquatic toxicity measurements for studying chemical regression uncertainty.
Investigate How does fish-toxicity prediction change under chemical-group-aware splitting?
Upstream project repository
Evaluation tooling for retrieval-augmented and language-model applications, including metric-driven comparison workflows.
Investigate How sensitive is one evaluator to controlled answer perturbations on a tiny authored retrieval fixture?
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