Toward Robust Uncertainty Estimation with Random Activation Functions. - Yana Stoyanova; Soroush Ghandi; Maryam Tavakol (AAAI, 2023)

Probabilistic Circuits with Constraints via Convex Optimization. - Soroush Ghandi; Benjamin Quost; Cassio de Campos (ECML/PKDD (3), 2024)

Imposing Constraints in Probabilistic Circuits via Gradient Optimization. - Soroush Ghandi; Benjamin Quost; Cassio de Campos (IDA, 2025)

Soft learning probabilistic circuits. - Soroush Ghandi; Benjamin Quost; Cassio P. de Campos (Int. J. Approx. Reason., 2025)