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Upstream project repository
Multi-objective optimization algorithms, operators, and analysis tools.
Investigate How does a fixed multi-objective algorithm approach an analytic Pareto front as the evaluation budget increases?
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?
UCI Machine Learning Repository
Raisin morphology measurements for an interpretable food-classification benchmark.
Investigate How stable is raisin-variety classification across fixed stratified splits and measurement normalization?
UCI Machine Learning Repository
Rice-grain shape measurements for a compact agricultural classification study.
Investigate Which geometric features preserve rice-variety discrimination under a frozen evaluation protocol?
Upstream project repository
Incremental machine learning and evaluation for data streams.
Investigate How quickly does a fixed online learner adapt after a declared change in the generating process?
UCI Machine Learning Repository
Robot-operation measurements and failure types for investigating grouped fault detection.
Investigate How does robot failure classification change when whole execution episodes are held out?
Upstream project repository
Sparse-autoencoder research tooling for examining reconstruction, sparsity and feature interventions on neural activations.
Investigate How does a fixed sparsity setting trade reconstruction error against active features on an authored low-dimensional activation set?
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