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ReScience C
A replication of tensor Monte Carlo particle methods, with TensorFlow identified in source keywords.
Investigate At equal particle and compute budgets, how does estimator error compare with a tractable reference?
ReScience C
A replication about Bayesian filtering with nonlinear, non-Gaussian observations using a discriminative Kalman filter.
Investigate How do filtering error and interval coverage change as observation noise departs from a Gaussian model?
ReScience C
A replication concerning variational-autoencoder approximation error, the ELBO and exponential-family models.
Investigate On a tractable latent-variable model, how large is the gap between the computed ELBO and an independently evaluated log likelihood?
ReScience C
A replication of variational sparse coding, linking latent-variable inference with sparse representations.
Investigate How do reconstruction error and sparsity change as a declared regularization or prior setting varies?
ReScience C
An R reproduction report about Bayesian identification of essential genes from mutagenesis data.
Investigate Can a tiny synthetic count dataset with known generating parameters expose posterior-calculation or convergence errors?
UCI Machine Learning Repository
Marine morphometrics for studying relationships between body measurements and growth indicators.
Investigate How does an abalone ring-count baseline change when sex is omitted and error is reported by size band?
UCI Machine Learning Repository
A documented artificial maintenance dataset for testing rare-failure evaluation and shortcut learning.
Investigate How do maintenance predictions change after removing variables that encode the synthetic failure construction?
UCI Machine Learning Repository
Air-quality sensor readings and reference measurements for investigating calibration over time.
Investigate How does a sensor calibration model drift across a chronological air-quality holdout?
UCI Machine Learning Repository
Aeroacoustic measurements for examining nonlinear physical response prediction.
Investigate How does airfoil noise prediction generalize when frequency or flow regimes are withheld?
UCI Machine Learning Repository
Date-fruit measurements for comparing interpretable agricultural variety classifiers.
Investigate Which date-fruit measurements support stable classification under a frozen train-only preprocessing plan?
UCI Machine Learning Repository
Quartz-crystal sensor responses for studying chemical discrimination with small repeated-measurement data.
Investigate How does alcohol-sensor classification change when repeated trials are grouped before splitting?
UCI Machine Learning Repository
Regional weather and fire observations for examining geographic generalization in event prediction.
Investigate How does a forest-fire classifier transfer between the documented Algerian regions?
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