How to Turn Your Knowledge Graph Embeddings into Generative Models

How to Turn Your Knowledge Graph Embeddings into Generative Models

25 May 2023

Lorenzo Loconte

Nicola Di Mauro

Antonio Vergari

Papers citing "How to Turn Your Knowledge Graph Embeddings into Generative Models"

14 / 14 papers shown

Title
Squared families: Searching beyond regular probability models Russell Tsuchida Jiawei Liu Cheng Soon Ong Dino Sejdinovic 39 0 0 27 Mar 2025
Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs Milan Papez Martin Rektoris Václav Smídl Tomás Pevný TPM 78 0 0 15 Mar 2025
How the (Tensor-) Brain uses Embeddings and Embodiment to Encode Senses and Symbols Volker Tresp Hang Li 29 0 0 31 Dec 2024
Is Complex Query Answering Really Complex? Cosimo Gregucci Bo Xiong Daniel Hernández Lorenzo Loconte Pasquale Minervini Steffen Staab Antonio Vergari ELM 43 2 0 16 Oct 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 43 8 0 12 Sep 2024
Sum of Squares Circuits Lorenzo Loconte Stefan Mengel Antonio Vergari TPM 25 6 0 21 Aug 2024
Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits G. Gala Cassio de Campos Antonio Vergari Erik Quaeghebeur TPM 63 4 0 10 Jun 2024
Scaling Tractable Probabilistic Circuits: A Systems Perspective Anji Liu Kareem Ahmed Guy Van den Broeck TPM BDL 31 7 0 02 Jun 2024
Image Inpainting via Tractable Steering of Diffusion Models Anji Liu Mathias Niepert Guy Van den Broeck DiffM TPM 28 16 0 28 Nov 2023
Subtractive Mixture Models via Squaring: Representation and Learning Lorenzo Loconte Aleksanteri Sladek Stefan Mengel Martin Trapp Arno Solin Nicolas Gillis Antonio Vergari TPM 33 21 0 01 Oct 2023
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy Tasks Aryo Pradipta Gema Dominik Grabarczyk Wolf De Wulf Piyush Borole J. Alfaro Pasquale Minervini Antonio Vergari A. Rajan 15 9 0 31 May 2023
Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey L. Delong Ramon Fernández Mir Jacques D. Fleuriot NAI 25 12 0 14 Feb 2023
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Yihong Chen Pasquale Minervini Sebastian Riedel Pontus Stenetorp 83 43 0 06 Oct 2021
Understanding the Performance of Knowledge Graph Embeddings in Drug Discovery Stephen Bonner Ian P Barrett Cheng Ye Rowan Swiers O. Engkvist Charles Tapley Hoyt William L. Hamilton 36 51 0 17 May 2021