NeSy 2025 Conference Submissions

Distilling KGE black boxes into interpretable NeSy models
Rodrigo Castellano Ontiveros, Francesco Giannini, Michelangelo Diligenti
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Can Large Reasoning Models do Analogical Reasoning under Perceptual Uncertainty?
Giacomo Camposampiero, Michael Hersche, Roger Wattenhofer, Abu Sebastian, Abbas Rahimi
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Act-to-Ground: A Framework for Symbol Grounding in Planning Domains
Panagiotis Lymperopoulos, Liping Liu
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Neurosymbolic models based on hybrids of convolutional neural networks and decision trees
Rasul Kairgeldin, Miguel Á. Carreira-Perpiñán
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Neural Theorem Proving: Generating and Structuring Proofs for Formal Verification
Balaji Rao, William Eiers, Carlo Lipizzi
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Towards Explainable Depression Detection: A Neurosymbolic Approach to Uncover Social Media Signals with Generative AI
Mohammad Saeid Mahdavinejad, Peyman Adibi, Amirhassan Monajemi, Pascal Hitzler
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Bayesian Inverse Physics for Neuro-Symbolic Robot Learning
Octavio Arriaga, Rebecca Carrie Adam, Melvin Laux, Lisa Gutzeit, Marco Ragni, Jan Peters, Frank Kirchner
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Gestalt Vision: A Dataset for Evaluating Gestalt Principles in Visual Perception
Jingyuan Sha, Hikaru Shindo, Kristian Kersting, Devendra Singh Dhami
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Ontology-based box embeddings and knowledge graphs for predicting phenotypic traits in Saccharomyces cerevisiae
Filip Kronström, Daniel Brunnsåker, Ievgeniia A. Tiukova, Ross D. King
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Neuro-Symbolic Inverse Constrained Reinforcement Learning
Oliver Deane, Oliver Ray
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
MC3G: Model Agnostic Causally Constrained Counterfactual Generation
Sopam Dasgupta, Sadaf MD Halim, Joaquín Arias, Elmer Salazar, Gopal Gupta
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Neurosymbolic Learning in Structured Probability Spaces: A Case Study
Ole Fenske, Sebastian Bader, Thomas Kirste
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Learning and Reasoning with Model-Grounded Symbolic Artificial Intelligence Systems
Aniruddha Chattopadhyay, Raj Dandekar, Kaushik Roy
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Explainable Zero-Shot Visual Question Answering via Logic-Based Reasoning
Thomas Eiter, Jan Hadl, Nelson Higuera Ruiz, Lukas Lange, Johannes Oetsch, Bileam Scheuvens, Jannik Strötgen
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
An evidence-based neuro-symbolic framework for ambiguous image scene classification
Giulia Murtas, Veselka Boeva, Elena Tsiporkova
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
A Neurosymbolic Approach to Counterfactual Fairness
Xenia Heilmann, Chiara Manganini, Mattia Cerrato, Vaishak Belle
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Learning Symbolic Persistent Macro-Actions for POMDP Solving Over Time
Celeste Veronese, Daniele Meli, Alessandro Farinelli
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
KEA Explain: Explanations of Hallucinations using Graph Kernel Analysis
Reilly Haskins, Benjamin Adams
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Enhancing Large Language Models with Neurosymbolic Reasoning for Multilingual Tasks
Sina Bagheri Nezhad, Ameeta Agrawal
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Object-Centric Neuro-Argumentative Learning
Abdul Rahman Jacob, Avinash Kori, Emanuele De Angelis, Ben Glocker, Maurizio Proietti, Francesca Toni
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Neuro-Argumentative Learning with Case-Based Reasoning
Adam Gould, Francesca Toni
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Linearithmic Clean-up for Vector-Symbolic Key-Value Memory with Kroneker Rotation Products
Ruipeng Liu, Qinru Qiu, Simon Khan, Garrett Ethan Katz
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone
Evaluating Neuro-Symbolic AI Architectures: Design Principles, Qualitative Benchmark, Comparative Analysis and Results
Oualid BOUGZIME, Samir JABBAR, Christophe Cruz, Frédéric DEMOLY
- Published: 20 Apr 2025, Last Modified: 29 Aug 2025
- NeSy 2025 Poster
- Readers: Everyone