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Upstream project repository
Embedding and reranking tooling for evaluating retrieval behavior and representation similarity on controlled corpora.
Investigate How do normalization and similarity choices change rankings in a tiny authored retrieval fixture?
UCI Machine Learning Repository
Aggregate bicycle-demand and weather observations for evaluating seasonal forecasting.
Investigate Does a weather-assisted Seoul bike forecast outperform a calendar baseline across the final season?
UCI Machine Learning Repository
Control-system settings and response values for a compact nonlinear regression investigation.
Investigate Where does an additive servo-response model fail relative to a small interaction model?
UCI Machine Learning Repository
GPU-kernel configuration and timing observations for studying bounded performance prediction.
Investigate How does kernel-runtime prediction generalize when configuration families are held out?
Upstream project repository
Model-serving and structured-generation tooling for evaluating runtime behavior on controlled language-model workloads.
Investigate Do constrained outputs satisfy a prespecified small grammar under the selected serving backend?
Upstream project repository
Methods for attributing model predictions to input features using Shapley-based ideas.
Investigate Do selected feature attributions match exhaustive Shapley values under a fully specified background distribution?
Upstream project repository
Time-series learning interfaces for forecasting, classification, transformation, and evaluation.
Investigate Does a rolling-origin forecast experiment preserve temporal separation across all transformations and splits?
UCI Machine Learning Repository
Solar-region attributes and flare counts for studying rare-event prediction.
Investigate How well does a count baseline predict flare magnitude when rare outcomes receive explicit uncertainty intervals?
UCI Machine Learning Repository
Crop symptom descriptors and disease labels for investigating categorical agricultural classification.
Investigate How stable is soybean-disease classification when sparse classes and missing fields are reported separately?
UCI Machine Learning Repository
Satellite spectral features and land-cover labels for auditing spatial classification benchmarks.
Investigate Does spatial grouping materially alter Landsat classification error and classwise recall?
UCI Machine Learning Repository
Spacecraft-related measurements for examining extreme class imbalance in fault classification.
Investigate How do minority-class recall and calibration differ from aggregate shuttle classification accuracy?
UCI Machine Learning Repository
Vehicle-shape descriptors for studying invariance in compact image-derived feature spaces.
Investigate How much does feature normalization affect vehicle-silhouette classification on a frozen split?
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