Search Results for author: Soroush Ghandi

Found 3 papers, 1 papers with code

Soft Learning Probabilistic Circuits

no code implementations21 Mar 2024 Soroush Ghandi, Benjamin Quost, Cassio de Campos

This paper focuses on the main algorithm for training PCs, LearnSPN, a gold standard due to its efficiency, performance, and ease of use, in particular for tabular data.

Clustering

Probabilistic Circuits with Constraints via Convex Optimization

no code implementations19 Mar 2024 Soroush Ghandi, Benjamin Quost, Cassio de Campos

This work addresses integrating probabilistic propositional logic constraints into the distribution encoded by a probabilistic circuit (PC).

Fairness

Toward Robust Uncertainty Estimation with Random Activation Functions

2 code implementations28 Feb 2023 Yana Stoyanova, Soroush Ghandi, Maryam Tavakol

Deep neural networks are in the limelight of machine learning with their excellent performance in many data-driven applications.

Uncertainty Quantification

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