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