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ReScience C

A replication of Hamiltonian neural networks, connecting learned dynamics with an energy-based structure.

Investigate How do energy error and state error grow across a fixed extrapolation horizon?

ReScience C

A replication about hierarchical shrinkage as regularization for tree-based predictive methods.

Investigate How do shrinkage strength, prediction error and tree-based explanations vary under nested cross-validation?

ReScience

An R replication of a model of how learning can guide evolution, associated with the Baldwin effect.

Investigate How do prespecified summary statistics change when learning is disabled while the selection protocol is held fixed?

ReScience C

A replication about calibration and predictive uncertainty in deep neural networks, including mixup in its source keywords.

Investigate How do log loss, calibration summaries and selective-prediction error compare under a fixed validation and test split?

ReScience

A Julia replication of an ecological population model concerning regulation by insect natural enemies.

Investigate How do persistence and population-variation summaries change under fixed model parameter settings across independent seeds?

ReScience C

A replication about signal propagation and balanced amplification in a large-scale primate-cortex circuit model; the metadata identifies NEST.

Investigate Which propagation statistic can be tested on a bounded network with an explicitly documented reduction from the published model?

ReScience C

A replication about graph representations and fairness-aware data augmentation, with separate upstream code and data records.

Investigate Does the performance–fairness tradeoff persist under held-out graph splits chosen before training?

ReScience C

A replication of learning-based PDE solvers with convergence guarantees as the target topic.

Investigate On an evaluator-chosen PDE with an analytic solution, does the observed residual contract over a fixed iteration budget?

ReScience

An R replication of least-cost modeling on irregular landscape graphs using graph and triangulation concepts.

Investigate Does the computed least-cost path agree with an independently enumerated optimum on bounded irregular graphs?

ReScience C

A replication about depolarization block and sodium-channel inactivation in a model of midbrain dopamine neurons.

Investigate Which claimed transition can be expressed as a bounded equilibrium or trajectory check with a declared tolerance?

ReScience C

A replication concerning measures of contextual modulation in information transmission.

Investigate How do the selected measures behave on prespecified independence, redundancy and interaction examples?

ReScience C

A replication of a thalamocortical network model whose subject is slow sleep oscillations and transitions between activity states.

Investigate Which reported activity-state transitions remain stable when the integration step and initial state are varied within a registered grid?