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Upstream project repository
Probabilistic modeling and Bayesian inference with automatic sampling methods.
Investigate Do posterior samples from a simple conjugate model agree with its analytic posterior moments and quantiles?
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?
SciPy documentation
A guide to quasi-Monte Carlo sampling, discrepancy, scrambling and practical use of sampling engines.
Investigate How does scrambled low-discrepancy sampling compare with independent random sampling on bounded smooth and discontinuous integrands?
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?
Stan User's Guide / Stan Development Team
A guide distinguishing reparameterizations from changes of variables and explaining when log-Jacobian adjustments are required.
Investigate Does a transformed one-dimensional density normalize correctly and recover known moments with the required Jacobian?
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?
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?
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