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UCI Machine Learning Repository
Mass-spectrometry descriptors for investigating microbial identification from chemical signals.
Investigate How does MicroMass identification change when related sample measurements are grouped before splitting?
Upstream project repository
Compact software engineering agent implementation for examining minimal agent loops and inspectable action traces.
Investigate Can a tiny offline task distinguish task success from a successful shell command in a recorded agent trajectory?
UCI Machine Learning Repository
Particle-detector event descriptors for studying bounded signal-background classification.
Investigate How does MiniBooNE class calibration vary between a small linear model and a nonlinear baseline?
UCI Machine Learning Repository
Artificial logical concepts for comparing learned rules with documented generating concepts.
Investigate Which MONK concept fails first when irrelevant features are retained under a fixed protocol?
UCI Machine Learning Repository
Mushroom descriptors for auditing categorical prediction and missing-feature dependence.
Investigate Does mushroom class prediction remain accurate after removing the most informative descriptor?
UCI Machine Learning Repository
Molecular conformations and activity labels for studying grouped chemical classification.
Investigate How does molecule-grouped evaluation change musk prediction relative to splitting conformations?
Upstream project repository
Neural-network inspection and intervention interfaces for tracing internal activations and testing counterfactual computations.
Investigate Can a local toy network distinguish a recorded activation from an intervention that changes its output?
Upstream project repository
Evaluation framework and registry for organizing model tasks and inspecting how examples become aggregate scores.
Investigate Does a deterministic synthetic evaluation preserve example order, expected labels and aggregate denominators?
UCI Machine Learning Repository
Network configuration and performance observations for examining engineering response surfaces.
Investigate How does optical-network performance prediction change under configuration-group holdout?
Upstream project repository
Model optimization integrations for investigating the accuracy and latency consequences of a chosen deployment transformation.
Investigate Does one declared export or optimization path preserve a tiny model's outputs within a frozen tolerance?
Upstream project repository
Automated hyperparameter search with trial management, sampling, and pruning methods.
Investigate How do fixed samplers compare after the same number of evaluations on a known multimodal objective?
UCI Machine Learning Repository
Atmospheric predictors and ozone-event labels for inspecting temporally dependent rare-event detection.
Investigate How does ozone-event recall change under chronological splitting and train-only imputation?
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