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UCI Machine Learning Repository
Completed board states for testing learned combinatorial concepts against inspectable rules.
Investigate Can a tic-tac-toe classifier generalize when symmetry-equivalent boards remain in the same split?
Upstream project repository
Metrics for tensor-based learning systems, useful for testing reductions, state accumulation and distributed aggregation.
Investigate Does a selected classification metric match a hand-built confusion matrix across uneven batch partitions?
UCI Machine Learning Repository
Relational train descriptions for investigating compact logical classification rules.
Investigate Can the published train labels be modeled with a minimal auditable rule set under leave-one-out evaluation?
Upstream project repository
Transformer inspection tooling for activation capture and controlled interventions in mechanistic interpretability studies.
Investigate Does an intervention at one declared activation site change only the intended computation in a tiny model?
Upstream project repository
Model architecture and tokenization interfaces for studying pretrained transformer behavior and controlled model adaptations.
Investigate Does a fixed tokenizer and model revision give consistent token-level scoring across padding and batching choices?
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?
Upstream project repository
Nonlinear dimensionality reduction based on neighborhood relationships.
Investigate How stable are local-neighborhood preservation metrics across fixed seeds and neighborhood sizes?
Upstream project repository
Predictive-uncertainty analysis tools for examining calibration, sharpness and scoring on controlled regression predictions.
Investigate Can a fixed synthetic prediction set distinguish calibration changes from changes in interval width?
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?
Upstream project repository
Language-model serving engine for investigating batching, memory usage and decoding behavior under a fixed workload.
Investigate How does a fixed concurrency sweep affect latency and throughput while preserving declared generation settings?
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