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ReScience C

A replication about the numerical influence of the derivative convention for ReLU at zero during backpropagation.

Investigate On a controlled network with exact-zero activations, how do alternative zero-derivative conventions change gradients and subsequent updates?

ReScience C

A replication that connects object detection with knowledge graphs and semantic consistency.

Investigate What tradeoff appears between detection error and a frozen semantic-consistency rule on a rights-cleared image subset?

ReScience

A Julia replication about coexistence of ecological specialists and generalists in a discrete-time model.

Investigate How does a prespecified coexistence criterion vary across a registered parameter grid and initial-condition set?

ReScience

A replication about predicting metabolic biomarkers with flux-variability analysis and metabolic reconstruction.

Investigate Can a bounded flux-variability computation recover analytically known feasible ranges in a small network?

ReScience C

A replication of causally aware synthetic-data generation aimed at fairness evaluation.

Investigate Can synthetic data retain chosen distributional properties while changing a prespecified fairness metric under a known causal model?

ReScience C

A C++ replication about organism clustering through reproductive pair correlations in an individual-based ecological model.

Investigate How do independently computed pair-correlation curves change with population density and numerical resolution?

ReScience C

A replication of resampling methods for evaluating wildlife-habitat classification models.

Investigate How do random and spatially structured resampling compare on synthetic data with controlled spatial dependence?

ReScience C

An R replication of spatial constraints in retinal-cell mosaics.

Investigate How do pairwise spatial summaries respond to known exclusion-distance and density settings?

ReScience C

A C++ replication about graph ordering as a way to change graph-processing performance.

Investigate Does a chosen ordering preserve algorithm outputs while improving measured performance across graph families?

ReScience C

A replication about network-based modeling of alpha-synuclein propagation through a brain connectome.

Investigate How much do propagation rankings change under controlled perturbations of a synthetic connectome?

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?