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Upstream project repository
GPU programming language and compiler for developing inspectable tensor kernels and testing numerical/performance tradeoffs.
Investigate Does a tiled matrix-multiplication kernel match a scalar reference across edge sizes and non-divisible tiles?
Upstream project repository
Language-model post-training components for controlled comparisons of supervised and preference-based optimization objectives.
Investigate Does a chosen preference-loss implementation match a directly specified scalar reference on two synthetic response pairs?
UCI Machine Learning Repository
Ultrasonic instrument signals for examining diagnostic classifications and sensor drift.
Investigate How does flowmeter diagnosis change when operating conditions are held out?
UCI Machine Learning Repository
Collaborative-robot operating records for studying condition changes and sequential prediction.
Investigate How does robot-operation detection change when full task sessions are held out?
UCI Machine Learning Repository
Urban image-derived features for studying land-cover classification across spatial units.
Investigate How does urban land-cover performance change under spatially grouped evaluation?
UCI Machine Learning Repository
Courier-service operational observations for examining feature scaling and small-sample clustering.
Investigate How stable are courier-operation clusters when vehicle category and service difficulty are encoded differently?
UCI Machine Learning Repository
Robot proximity-sensor observations for testing navigation-state classification.
Investigate Can fewer proximity sensors preserve wall-following class recall under sequence-aware splitting?
UCI Machine Learning Repository
Treatment-plant process measurements for studying operating-state detection and missingness.
Investigate How does water-treatment operating-state detection change under time-respecting splits?
UCI Machine Learning Repository
Wave-energy converter layouts and simulated output for studying engineering surrogate models.
Investigate How does predicted wave-farm output generalize to held-out layout families?
UCI Machine Learning Repository
Generated waveform examples for examining noisy multiclass learning with a documented generator.
Investigate Does waveform classification degrade predictably as irrelevant features are added in a frozen follow-up design?
Upstream project repository
Client tooling for experiment logging and artifact lineage, useful for studying what metadata a run actually records.
Investigate Can an explicitly offline run preserve a minimal parameter-and-metric manifest without transmitting research data?
UCI Machine Learning Repository
Remote-sensing features and tree-condition labels for examining imbalanced ecological classification.
Investigate How does wilt detection performance change when minority-class recall is separated from total accuracy?
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