INCAMA recovers directed causal graphs from indirect neuroimaging by physics-aware inversion plus delay-aware Mamba encoding, yielding 2-3x F1 gains in simulations and anatomically plausible sparse graphs on HCP motor fMRI.
Both terms on the RHS converge to 0 in probability, hence their sum converges to0 in probability: L(bS, S ⋆) P − − − − → T→∞ 0
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
q-bio.NC 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Latent-Space Causal Discovery from Indirect Neuroimaging Observations
INCAMA recovers directed causal graphs from indirect neuroimaging by physics-aware inversion plus delay-aware Mamba encoding, yielding 2-3x F1 gains in simulations and anatomically plausible sparse graphs on HCP motor fMRI.