2026
SIMPLICIAL GAUSSIAN MODELS: REPRESENTATION AND INFERENCE
ICASSP 2026oral
Probabilistic graphical models (PGMs) are powerful tools for representing statistical dependencies through graphs in high-dimensional systems. However, they are limited to pairwise interactions. In this work, we propose the simplicial Gaussian model (SGM), which extends Gaussian PGM to simplicial co…