Sahil Sidheekh

Global sharpness regularization can lead to underfitting in Probabilistic Circuits, but a new adaptive approach recovers generalization while maintaining robustness.

Voronoi tessellations can be incorporated into probabilistic circuits to capture data geometry, but only with careful architectural constraints or approximate inference.