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External articles

[Re] Curve-Fitting with Piecewise Parametric Cubics

ReScience C

A replication of piecewise parametric cubic curve fitting, useful for studying how a geometric approximation is constructed and checked.

Investigate Can the fitting procedure meet a fixed geometric error tolerance on evaluator-generated curves with different curvature?

Listing reviewed · source terms apply
External articles

[Re] Drivers of evapotranspiration from boreal wildfires

ReScience C

A reproduction report about evapotranspiration and boreal wildfires, associated with the Ten Years Reproducibility Challenge.

Investigate Which reported statistic can be reconstructed from explicitly versioned, rights-cleared inputs and a documented R environment?

Listing reviewed · source terms apply
External articles

[Re] Easy Bayesian Transfer Learning with Informative Priors

ReScience C

A replication concerning Bayesian transfer learning with informative priors.

Investigate How sensitive are posterior predictive errors to a deliberately misspecified prior under a fixed transfer-data budget?

Listing reviewed · source terms apply
External articles

[Re] Effective Program Debloating via Reinforcement Learning

ReScience C

A replication about reinforcement-learning-based program debloating and its relationship to unit tests and reduction procedures.

Investigate For a benign evaluator-authored toy program, how much reduction is possible without violating a held-out behavioral test suite?

Listing reviewed · source terms apply
External articles

[Re] Faster Teaching via POMDP Planning

ReScience C

A replication about automated teaching formulated as planning in a partially observable decision process.

Investigate Can a bounded planner match an exact small-state reference on a fixed teaching objective?

Listing reviewed · source terms apply
External articles

[Re] Hamiltonian Generative Networks

ReScience C

A replication about Hamiltonian generative networks for learning dynamical structure.

Investigate How does long-horizon energy drift compare with trajectory error on a small analytic mechanical system?

Listing reviewed · source terms apply
External articles

[Re] Hamiltonian Neural Networks

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?

Listing reviewed · source terms apply
External articles

[Re] How learning can guide evolution

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?

Listing reviewed · source terms apply
External articles

[Re] Improved Calibration and Predictive Uncertainty for Deep Neural Networks

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?

Listing reviewed · source terms apply

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