On the Independence Assumption in Neurosymbolic Learning

On the Independence Assumption in Neurosymbolic Learning

12 April 2024

Emile van Krieken

Pasquale Minervini

Antonio Vergari

Papers citing "On the Independence Assumption in Neurosymbolic Learning"

12 / 12 papers shown

Title
Independence Is Not an Issue in Neurosymbolic AI Håkan Karlsson Faronius Pedro Zuidberg Dos Martires 29 0 0 10 Apr 2025
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction Leander Kurscheidt Paolo Morettin Roberto Sebastiani Andrea Passerini Antonio Vergari 44 0 0 25 Mar 2025
Verification Learning: Make Unsupervised Neuro-Symbolic System Feasible Lin Jia Wen-Chao Hu Jie-Jing Shao Lan-Zhe Guo Yu-Feng Li OffRL 41 0 0 17 Mar 2025
Noise to the Rescue: Escaping Local Minima in Neurosymbolic Local Search Alessandro Daniele Emile van Krieken 48 0 0 03 Mar 2025
Understanding the Logic of Direct Preference Alignment through Logic Kyle Richardson Vivek Srikumar Ashish Sabharwal 79 1 0 23 Dec 2024
What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)? Lorenzo Loconte Antonio Mari G. Gala Robert Peharz Cassio de Campos Erik Quaeghebeur G. Vessio Antonio Vergari 30 8 0 12 Sep 2024
Logically Consistent Language Models via Neuro-Symbolic Integration Diego Calanzone Stefano Teso Antonio Vergari LRM 62 6 0 09 Sep 2024
On the Hardness of Probabilistic Neurosymbolic Learning Jaron Maene Vincent Derkinderen Luc de Raedt 18 0 0 06 Jun 2024
BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts Emanuele Marconato Samuele Bortolotti Emile van Krieken Antonio Vergari Andrea Passerini Stefano Teso 25 17 0 19 Feb 2024
Interpretable Neural-Symbolic Concept Reasoning Pietro Barbiero Gabriele Ciravegna Francesco Giannini M. Zarlenga Lucie Charlotte Magister Alberto Tonda Pietro Lio' F. Precioso M. Jamnik G. Marra NAI LRM 56 37 0 27 Apr 2023
ROAD-R: The Autonomous Driving Dataset with Logical Requirements Eleonora Giunchiglia Mihaela C. Stoian Salman Khan Fabio Cuzzolin Thomas Lukasiewicz AI4TS 26 31 0 04 Oct 2022
Logic Tensor Networks Samy Badreddine Artur Garcez Luciano Serafini Michael Spranger NAI 70 196 0 25 Dec 2020