[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?
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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
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
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 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 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?
ReScience C
A replication of habit formation as self-sustained sensorimotor patterns.
Investigate Which trajectory-level persistence measures distinguish stable from transient sensorimotor patterns under changed initial conditions?
ReScience C
A replication of a memory-retrieval model using attractor neural networks and oscillatory dynamics.
Investigate What retrieval accuracy and convergence times occur as controlled cue corruption increases?
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 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 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 Julia replication of an abstract evolutionary model with vertical and horizontal pathogen transmission.
Investigate Can a bounded numerical audit reproduce the model's reported equilibrium calculation with documented solver tolerances?
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