Mechanistic Research
Discovering and validating causal mechanisms across domains.
Mechanistic Validity
What counts as evidence for a mechanistic claim.
5 papers → FoundationsCausal Geometry
Reading causal structure from the geometry of representations.
1 paper → FoundationsNeuroscience
Which brain regions actually matter? Testing geometric metrics against causal ground truth.
3 papers → ApplicationNeuro-Epidemiology
Detecting hidden inconsistencies in multi-site clinical studies of neurological disease.
3 papers → MethodologyEpidemiology
When standard epidemiological pooling fails.
1 paper → MethodologyPsychiatry
Finding structurally anomalous connections in psychiatric disorder networks.
1 paper → ApplicationBiomedicine
Predicting when a model trained on one dataset will fail on another.
1 paper → ML for ScienceChemistry
Auditing ML claims in chemistry — what's validated, what's benchmark-bound.
2 papers → ML for Science