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Dagstuhl seminars on Probabilistic circuits Permalink

Published: April 22, 2022

SPL accepted at NeurIPS 2022 Permalink

Published: September 20, 2022

Mood disorders Multitask@LTSH Workshop@NeurIPS22 Permalink

Published: October 01, 2022

GeKCs preprint Permalink

Published: April 17, 2023

Reasoning shortcuts preprint Permalink

Published: April 17, 2023

Two papers accepted at TPM 2023 Permalink

Published: July 20, 2023

UNREAL is real Permalink

Published: September 01, 2023

Emile and Christian join Permalink

Published: September 07, 2023

Two papers accepted at NeurIPS 2023 Permalink

Published: September 22, 2023

Subtractive mixtures preprint Permalink

Published: October 01, 2023

Taming the Sigmoid Bottleneck Permalink

Published: October 16, 2023

Simons Institute Talk Permalink

Published: October 19, 2023

Probabilistic Integral Circuits Permalink

Published: October 26, 2023

DIREC Workshop Talk Permalink

Published: November 04, 2023

Taming the Sigmoid Bottleneck Permalink

Published: December 09, 2023

ESSAI 23 video available Permalink

Published: December 10, 2023

Leander joins Permalink

Published: January 08, 2024

One paper accepted at ICLR 2024 Permalink

Published: January 16, 2024

Probabilistic Integral Circuits Permalink

Published: January 19, 2024

DIREC Workshop Talk Permalink

Published: January 30, 2024

M2I2M accepted at MLJ Permalink

Published: February 14, 2024

BEARS preprint Permalink

Published: February 19, 2024

PIXAR preprint Permalink

Published: February 26, 2024

ChemAlgebra accepted at WCCI Permalink

Published: March 03, 2024

Trento PhD Course Permalink

Published: March 04, 2024

Galerkin meets Laplace Permalink

Published: March 05, 2024

Loco LM @ R2FM Permalink

Published: March 06, 2024

Stefano Teso visiting Permalink

Published: April 11, 2024

Independence Assumption NeSy Permalink

Published: April 12, 2024

BEARS accepted as Spotlight to UAI 2024 Permalink

Published: April 26, 2024

Independence Assumption NeSy accepted at ICML 2024 Permalink

Published: May 01, 2024

PIXAR accepted at ACL Findings Permalink

Published: May 16, 2024

Lennert De Smet visiting Permalink

Published: June 01, 2024

RSBench Permalink

Published: June 14, 2024

Prob.AI Course Permalink

Published: June 17, 2024

Scaling Probabilistic Integral Circuits Permalink

Published: July 01, 2024

ESSAI24 PC Course Permalink

Published: July 15, 2024

Sum of Squares Circuits preprint Permalink

Published: August 21, 2024

SeqCoBench preprint Permalink

Published: August 24, 2024

Andreas Grivas graduates Permalink

Published: August 30, 2024

Giovanni Terremoto visiting Permalink

Published: September 01, 2024

Filippo Corponi graduates Permalink

Published: September 05, 2024

Lena joins Permalink

Published: September 09, 2024

Huawei Future Trustworthiness Technology Summit Permalink

Published: September 10, 2024

Tensor Factorizations and Networks meet PCs preprint Permalink

Published: September 12, 2024

Two papers accepted at NeurIPS 2024 Permalink

Published: September 26, 2024

Adrian joins Permalink

Published: October 01, 2024

AV travels Oct 24 Permalink

Published: October 07, 2024

Two papers accepted at AAAI 2025 and CoLoRAI Permalink

Published: December 10, 2024

Tensor Factorizations and Networks meet PCs accepted Permalink

Published: January 15, 2025

One paper accepted at ICLR 2025 Permalink

Published: January 20, 2025

Nicolas Lazzari visiting Permalink

Published: February 01, 2025

AAAI 2025 tutorial and CoLoRAI Permalink

Published: March 05, 2025

Saarbruecken PhD Course and GeMSS 25 Permalink

Published: April 01, 2025

One paper accepted at ICML 2025 as spotlight Permalink

Published: May 01, 2025

people

Aver Permalink

Published: September 01, 2021

Filippo Corponi Permalink

Published: January 01, 2022

Andrea Valenti Permalink

Published: March 01, 2022

Nickil Maveli Permalink

Published: September 01, 2022

Lorenzo Loconte Permalink

Published: January 01, 2023

Antonio Mari Permalink

Published: March 01, 2023

Piyush Borole Permalink

Published: June 01, 2023

Emile Van Krieken Permalink

Published: September 01, 2023

Rickey Liang Permalink

Published: September 01, 2023

Christian Beltran Jimenez Permalink

Published: September 04, 2023

Leander Kurscheidt Permalink

Published: January 08, 2024

Stefano Teso Permalink

Published: April 11, 2024

Lennert De Smet Permalink

Published: June 01, 2024

Giovanni Terremoto Permalink

Published: September 01, 2024

Lena Zellinger Permalink

Published: September 09, 2024

Adrian Javaloy Permalink

Published: October 01, 2024

Andreas Grivas Permalink

Published: January 01, 2025

Nicolas Lazzari Permalink

Published: February 01, 2025

Samy Badreddine Permalink

Published: May 19, 2025

Davide Scassola Permalink

Published: May 21, 2025

Gabriele Masina Permalink

Published: June 01, 2025

publications

A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference Permalink

Published in NeurIPS 2021

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Efficient and Reliable Probabilistic Interactive Learning with Structured Outputs Permalink

Published in IML’22

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Semantic Probabilistic Layers for Neuro-Symbolic Learning Permalink

Published in NeurIPS 2022

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Negative Mixture Models via Squaring: Representation and Learning Permalink

Published in TPM 2023

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Unifying and Understanding Overparameterized Circuit Representations via Low-Rank Tensor Decompositions Permalink

Published in TPM 2023

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Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts Permalink

Published in NeurIPS 2023

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How to Turn Your Knowledge Graph Embeddings into Generative Models via Probabilistic Circuits Permalink

Published in NeurIPS 2023

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Taming the Sigmoid Bottleneck: Provably Argmaxable Sparse Multi-Label Classification Permalink

Published in AAAI 2024

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Subtractive Mixture Models via Squaring: Representation and Learning Permalink

Published in ICLR 2024

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Probabilistic Integral Circuits Permalink

Published in AISTATS 2024

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From MNIST to ImageNet and Back: Benchmarking Continual Curriculum Learning Permalink

Published in Machine Learning

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ChemAlgebra: Algebraic Reasoning on Chemical Reactions Permalink

Published in WCCI 2024

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Galerkin meets Laplace: Fast uncertainty estimation in neural PDEs Permalink

Published in AI4DifferentialEquations @ ICLR 2024

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Towards Logically Consistent Language Models via Probabilistic Reasoning Permalink

Published in R2FM Workshop @ ICLR 2024

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Automated mood disorder symptoms monitoring from multivariate time-series sensory data: getting the full picture beyond a single number Permalink

Published in Nature Translational Psychiatry

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On the Independence Assumption in Neurosymbolic Learning Permalink

Published in ICML 2024

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BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts Permalink

Published in UAI 2024

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PIXAR: Auto-Regressive Language Modeling in Pixel Space Permalink

Published in ACL 2024 Findings

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What can Large Language Models Capture about Code Functional Equivalence? Permalink

Published in arXiv 2024

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A Benchmark Suite for Systematically Evaluating Reasoning Shortcuts Permalink

Published in NeurIPS 2024 Datasets & Benchmarks track

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Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits Permalink

Published in NeurIPS 2024

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On Faster Marginalization with Squared Circuits via Orthonormalization Permalink

Published in CoLoRAI 2025

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Sum of Squares Circuits Permalink

Published in AAAI 2025

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Logically Consistent Language Models via Neuro-Symbolic Integration Permalink

Published in ICLR 2025

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What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)? Permalink

Published in Transactions on Machine Learning Research

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COPA: Comparing the incomparable in multi-objective model evaluation Permalink

Published in arxiv 2025

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A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction Permalink

Published in UAI 2025

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Scalable Expectation Estimation with Subtractive Mixture Models Permalink

Published in arxiv 2025

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Is Complex Query Answering Really Complex? Permalink

Published in ICML 2025

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talks

Probabilistic circuits: from tractable probabilistic inference to reliable neuro-symbolic AI Permalink

Published: October 16, 2024

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