Publications

(see below for books)

All our publications are on HAL.

2026

Conference Articles

  1. It’s All About the Confidence: An Unsupervised Approach for Multilingual Historical Entity Linking using Large Language Models
    Cristian Santini, Marieke Erp, Mehwish Alam
    The Proceedings of 19th Conference of the European Chapter of the Association for Computational Linguistics, Rabat (MOROCCO), Morocco, 2026.

Unpublished

  1. A Survey on Verifying Reasoning Chains Generated by Large Language Models
    Bérénice Jaulmes, Jean-Christophe Arouete, Mariam Barry, Mehwish Alam
    2026. working pape....
  2. LELA: an LLM-based Entity Linking Approach with Zero-Shot Domain Adaptation
    Samy Haffoudhi, Fabian M Suchanek, Nils Holzenberger
    2026. working pape....

2025

Journal Articles

  1. Approximating Queries on Probabilistic Graphs
    Antoine Amarilli, Timothy Bremen, Octave Gaspard, Kuldeep S. Meel
    Logical Methods in Computer Science, 2025. 29 pages. Ex....
  2. A quantitative approach to the GDPR’s anonymisation and “appropriate technical and organisational measures” tests
    Nils Holzenberger, Winston Maxwell
    Computer Law & Security Review, 2025.
  3. Towards semantically enriched embeddings for knowledge graph completion
    Mehwish Alam, Frank Harmelen, Maribel Acosta
    Neurosymbolic Artificial Intelligence, 2025.
  4. Why honor heroes? The emergence of extreme altruistic behavior as a by-product of praisers’ self-promotion
    Jean-Louis Dessalles
    Evolution and Human Behavior, 2025.
  5. Resilience for Regular Path Queries: Towards a Complexity Classification
    Antoine Amarilli, Wolfgang Gatterbauer, Neha Makhija, Mikaël Monet
    Proceedings of the ACM on Management of Data, 2025. 47 pages, 17....

Theses

  1. Contextual knowledge representation for neurosymbolic Artifical Intelligence reasoning
    Simon Coumes
    2025.
  2. Mining Rules on Tabular Data
    François Amat
    2025.
  3. Energy and Memory-Efficient Artificial Intelligence for On-Device Learning
    Aël Quélennec
    2025.
  4. Meaning Representation Frameworks and Reasoning in the Era of Large Language Models
    Zacchary Sadeddine
    2025.
  5. Learning on graphs : from algorithms to socio-technical analyses on AI
    Simon Delarue
    2025.

Conference Articles

  1. FLORA: Unsupervised Knowledge Graph Alignment by Fuzzy Logic
    Yiwen Peng, Thomas Bonald, Fabian M. Suchanek
    The 24th International Semantic Web Conference (ISWC), Nara / Japan, Japan, 2025.
  2. Enriching Taxonomies using Large Language Models
    Zeinab Ghamlouch, Mehwish Alam
    Proceedings of 28th European Conference on Artificial Intelligence - ECAI 2025 (Demo Track), Bologna, Italy, 2025.
  3. T-REX: Table -Refute or Entail eXplainer
    Tim Luka Horstmann, Baptiste Geisenberger, Mehwish Alam
    European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECMLPKDD 2025, Porto, Portugal, 2025.
  4. Quantum Reupload Units: A Scalable and Expressive Approach for Time Series Learning
    Léa Cassé, Sabarikirishwaran Ponnambalam, Bernhard Pfahringer, Albert Bifet
    2025 IEEE International Conference on Quantum Computing and Engineering (QCE), Albuquerque, United States, 2025.
  5. Bayesian Stream Tuner: Dynamic Hyperparameter Optimization for Real-Time Data Streams
    Nilesh Verma, Albert Bifet, Bernhard Pfahringer, Maroua Bahri
    KDD ’25: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2, Toronto, ON, Canada, 2025.
  6. Benchmarking the Benchmarks: Reproducing Climate-Related NLP Tasks
    Tom Calamai, Oana Balalau, Fabian M Suchanek
    ACL 2025 - The 63rd Annual Meeting of the Association for Computational Linguistics, Vienne, Austria, 2025.
  7. Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning
    Le-Trung Nguyen, Aël Quélennec, van Tam Nguyen, Enzo Tartaglione
    Forty-second International Conference on Machine Learning, Vancouver (Canada), Canada, 2025.
  8. To Each Metric Its Decoding: Post-Hoc Optimal Decision Rules of Probabilistic Hierarchical Classifiers
    Roman Plaud, Alexandre Perez-Lebel, Matthieu Labeau, Antoine Saillenfest, Thomas Bonald
    ICML 2025 - 42nd International Conference on Machine Learning, Vancouver (CA), Canada, 2025.
  9. Cartographier l’intelligence artificielle : collecte et analyse d’un corpus de chartes et manifestes sur l’éthique de l’IA
    Tiphaine Viard, Simon Delarue, Mélanie Gornet, Maria Boritchev
    Conférence Nationale Intelligence Artificielle (CNIA), Dijon, France, 2025.
  10. Auto-Reg: A Dynamic AutoML Framework for Streaming Regression
    Nilesh Verma, Albert Bifet, Bernhard Pfahringer, Maroua Bahri
    Advances in Knowledge Discovery and Data Mining (PAKDD 2025), Sydney, Australia, 2025.
  11. ASML-REG: Automated Machine Learning for Data Stream Regression
    Nilesh Verma, Albert Bifet, Bernhard Pfahringer, Maroua Bahri
    SAC ’25: Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing, Catane, Italy, 2025.
  12. Using a Probabilistic Database in an Image Retrieval Application
    Fajrian Yunus, Pratik Karmakar, Pierre Senellart, Talel Abdessalem, Stéphane Bressan
    EDBT 2025 - 28th International Conference on Extending Database Technology, Barcelona, Spain, 2025.
  13. Measuring Cross-Modal Interactions in Multimodal Models
    Laura Wenderoth, Konstantin Hemker, Nikola Simidjievski, Mateja Jamnik
    AAAI Conference on Artificial Intelligence, Philadelphia, United States, 2025.
  14. GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data
    Mariam Barry, Gaëtan Caillaut, Pierre Halftermeyer, Raheel Qader, Mehdi Mouayad, Dimitri Cariolaro, Fabrice Le Deit, Joseph Gesnouin
    31st International conference on Computational Linguistics Workshop Knowledge Graph & GenAI, Abu Dhabi, United Arab Emirates, 2025.
  15. Edge-Minimum Walk of Modular Length in Polynomial Time
    Antoine Amarilli, Benoit Groz, Nicole Wein
    16th Innovations in Theoretical Computer Science - ITCS 2025, New York City, United States, 2025. 1 title page....

Unpublished

  1. MMA-RAG: A Survey on Multimodal Agentic Retrieval-Augmented Generation
    Vladana Perlić, Stéphane Lebailly, Vadim Malvone, Van-Tam Nguyen, Pascal Urard
    2025. working pape....
  2. StreamMLOps: Online Learning in Practice from Big Data Streams & Real-Time Applications
    Mariam Barry, Jacob Montiel, Albert Bifet, Nikolay Manchev, Sameer Wadkar, Max Halford, Raja Chiky, Saad El Jaouhari, Katherine B Shakman, Joudi Al Fehaily, Fabrice Le Deit, Vinh-Thuy Tran, Eric Guerizec
    2025. working pape....
  3. CLERC: A Dataset for Legal Case Retrieval and Retrieval-Augmented Analysis Generation
    Abe Bohan Hou, Orion Weller, Guanghui Qin, Eugene Yang, Dawn Lawrie, Nils Holzenberger, Andrew Blair-Stanek, Benjamin Durme
    2025. working pape....
  4. Can AI expose tax loopholes? Towards a new generation of legal policy assistants
    Peter Fratrič, Nils Holzenberger, David Restrepo Amariles
    2025. 13 pages, 6 ....
  5. A Quantitative Approach to the GDPR’s Anonymization and Pseudonymization Tests
    Nils Holzenberger, Winston Maxwell
    2025. working pape....
  6. A Circus of Circuits: Connections Between Decision Diagrams, Circuits, and Automata
    Antoine Amarilli, Marcelo Arenas, Yoojung Choi, Mikaël Monet, Guy van Den Broeck, Benjie Wang
    2025. 26 pages.
  7. Survey of Results on the ModPath and ModCycle Problems
    Antoine Amarilli
    2025. 11 pages. Un....
  8. Tighter Bounds for Query Answering with Guarded TGDs
    Antoine Amarilli, Michael Benedikt
    2025. 43 pages. Th....

Book Chapters

  1. Neurosymbolic Methods for Dynamic Knowledge Graphs
    Mehwish Alam, Genet Asefa Gesese, Pierre-Henri Paris
    Handbook on Neurosymbolic Artificial Intelligence, 2025.
  2. Neurosymbolic Methods for Rule Mining
    Agnieszka Ławrynowicz, Luis Galárraga, Mehwish Alam, Bérénice Jaulmes, Václav Zeman, Tomáš Kliegr
    Handbook on Neurosymbolic Artificial Intelligence, 2025.

proceedings

  1. EU Digital Technologies and Policy Conference (EUDTP 2025) Abstracts and Contributions
    Juan-Antonio Cordero-Fuertes, Mehwish Alam, Olivier Blazy, Anne Alombert, Natalia Díaz-Rodríguez, Teodora Curelariu, Pratiksha Ashok, Calina Ciuhu, Stefano Luca, Claudio Feijóo, Neringa Gaubiene, Bissan Ghaddar, Fabio Giglietto, Rafael Gomà, Gloria González-Fuster, Arturas Grumulaitis, Petia Guintchev, Romain Jacob, Laima Janciute, Vicky Kalogeiton, Georges Kariniotakis, Juan Knaster, Luise Koch, Philipp Kreer, Kim Krüger, Diane Leblanc-Albarel, Jukka Manner, Andrew Mcstay, María Zúñiga, Patrice Nivaggioli, Ivanka Popovic, Simona Ramos, Markus Roth, Jochen Spangenberg, Christopher Cripps
    EU Digital Technologies and Policy (EUDTP) Conference 2025, Bruxelles, Belgium, 2025.

2024

Theses

  1. Explainable algorithms for anomaly detection and time series forecasting
    Lanfang Kong
    2024.
  2. Dynamic Decision Trees and Community-based Graph Embeddings : towards Interpretable Machine Learning
    Gabriel Damay
    2024.
  3. Improving Decision Tree Learning
    Peng Yu
    2024.
  4. Meta-Evaluation Methodology and Benchmark for Automatic Story Generation
    Cyril Chhun
    2024.
  5. Evaluating and Improving the Reasoning Abilities of Language Models
    Chadi Helwe
    2024.
  6. Adaptive Scalable Online Learning for Handling Heterogeneous Streaming Data in Large-Scale Banking Infrastructure
    Mariam Barry
    2024.

Unpublished

  1. Optimizing Hyperparameters for Quantum Data Re-Uploaders in Calorimetric Particle Identification
    Léa Cassé, Bernhard Pfahringer, Albert Bifet, Frédéric Magniette
    2024. working pape....
  2. The Non-Cancelling Intersections Conjecture
    Antoine Amarilli, Mikaël Monet, Dan Suciu
    2024. working pape....

Conference Articles

  1. TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models
    Andrei Margeloiu, Xiangjian Jiang, Nikola Simidjievski, Mateja Jamnik
    Advances in Neural Information Processing Systems 37, Vancouver, Canada, 2024.
  2. Gaps or Hallucinations? Scrutinizing Machine-Generated Legal Analysis for Fine-grained Text Evaluations
    Abe Hou, William Jurayj, Nils Holzenberger, Andrew Blair-Stanek, Benjamin Durme
    Proceedings of the Natural Legal Language Processing Workshop 2024, Miami, United States, 2024.
  3. Revisiting Hierarchical Text Classification: Inference and Metrics
    Roman Plaud, Matthieu Labeau, Antoine Saillenfest, Thomas Bonald
    Proceedings of the 28th Conference on Computational Natural Language Learning, Miami, United States, 2024.
  4. Reconfidencing LLM Uncertainty from the Grouping Loss Perspective
    Lihu Chen, Alexandre Perez-Lebel, Fabian Suchanek, Gaël Varoquaux
    EMNLP 2024 - Conference on Empirical Methods in Natural Language Processing, Miami, United States, 2024.
  5. The Factuality of Large Language Models in the Legal Domain
    Rajaa El Hamdani, Thomas Bonald, Fragkiskos D. Malliaros, Nils Holzenberger, Fabian M. Suchanek
    CIKM 2024 - 33rd ACM International Conference on Information and Knowledge Management, Boise Idaho, United States, 2024.
  6. Link Prediction Without Learning
    Simon Delarue, Thomas Bonald, Tiphaine Viard
    Proceeding of the European Conference on Artificial Intelligence, Santiago de compostela, Galicia, Spain, 2024.
  7. Refining Wikidata Taxonomy using Large Language Models
    Yiwen Peng, Thomas Bonald, Mehwish Alam
    Proceedings of ACM CIKM, Boise, Idaho, United States, 2024.
  8. ASML: A Scalable and Efficient AutoML Solution for Data Streams
    Nilesh Verma, Albert Bifet, Bernhard Pfahringer, Maroua Bahri
    AutoML 2024 - International Conference on Automated Machine Learning, Paris, France, 2024.
  9. Simplicity Bias in Human-generated data
    Jean-Louis Dessalles, Giovanni Sileno
    46th Annual Conference of the CognitiveScience Society, Rotterdam, Netherlands, 2024.
  10. YAGO 4.5: A Large and Clean Knowledge Base with a Rich Taxonomy
    Fabian M. Suchanek, Mehwish Alam, Thomas Bonald, Lihu Chen, Pierre-Henri Paris, Jules Soria
    SIGIR ’24: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, Washington DC, United States, 2024.
  11. MAFALDA: A Benchmark and Comprehensive Study of Fallacy Detection and Classification
    Chadi Helwe, Tom Calamai, Pierre-Henri Paris, Chloé Clavel, Fabian M Suchanek
    Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Mexico City, Mexico, 2024.
  12. A Survey of Meaning Representations - From Theory to Practical Utility
    Zacchary Sadeddine, Juri Opitz, Fabian Suchanek
    Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), Mexico City, Mexico, 2024.
  13. Mapping AI ethics: a meso-scale analysis of its charters and manifestos
    Mélanie Gornet, Simon Delarue, Maria Boritchev, Tiphaine Viard
    FAccT ’24: The 2024 ACM Conference on Fairness, Accountability, and Transparency, Rio de Janeiro, Brazil, 2024.
  14. Aloha, police d’états: Un contrôle d’admission implicite ?
    Thomas Bonald, Richard Combes, Fabien Mathieu
    AlgoTel 2024 – 26èmes Rencontres Francophones sur lesAspects Algorithmiques des Télécommunications, Saint-Briac-sur-Mer, France, 2024.
  15. Skyline Operators for Document Spanners
    Antoine Amarilli, Benny Kimelfeld, Sébastien Labbé, Stefan Mengel
    Leibniz International Proceedings in Informatics (LIPIcs), Paestum, Italy, 2024.
  16. Conjunctive Queries on Probabilistic Graphs: The Limits of Approximability
    Antoine Amarilli, Timothy Bremen, Kuldeep Meel
    ICDT 2024 27th International Conference on Database Theory, Paestum, Italy, 2024.
  17. Ranked Enumeration for MSO on Trees via Knowledge Compilation
    Antoine Amarilli, Pierre Bourhis, Florent Capelli, Mikaël Monet
    27th International Conference on Database Theory (ICDT 2024), Paestum, Italy, 2024. 26 pages; th....
  18. Learning High-Quality and General-Purpose Phrase Representations
    Lihu Chen, Gaël Varoquaux, Fabian M. Suchanek
    EACL 2024 - The 18th Conference of the European Chapter of the Association for Computational Linguistics, La Valette, Malta, 2024.
  19. Interpretive flexibility in data science and artificial intelligence
    Tiphaine Viard, Mélanie Gornet, Simon Delarue
    Undone Computer Science, Nantes, France, 2024.

proceedings

  1. Knowledge Engineering and Knowledge Management : 24th International Conference, EKAW 2024, Amsterdam, The Netherlands, November 26–28, 2024, Proceedings
    Mehwish Alam, Marco Rospocher, Marieke Erp, Laura Hollink, Genet Asefa Gesese
    EKAW 2024 : 24th International Conference on Knowledge Engineering and Knowledge Management, Amsterdam, Netherlands, 2024.
  2. Knowledge Graphs in the Age of Language Models and Neuro-Symbolic AI : Proceedings of the 20th International Conference on Semantic Systems, 17–19 September 2024, Amsterdam, The Netherlands
    Angelo Salatino, Mehwish Alam, Femke Ongenae, Sahar Vahdati, Anna-Lisa Gentile, Tassilo Pellegrini, Shufan Jiang
    20th International Conference on Semantic Systems, Amsterdam, Netherlands, 2024.
  3. The Semantic Web : 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26–30, 2024, Proceedings, Part I
    Albert Meroño Peñuela, Anastasia Dimou, Raphaël Troncy, Olaf Hartig, Maribel Acosta, Mehwish Alam, Heiko Paulheim, Pasquale Lisena
    The Semantic Web, 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26–30, 2024, Proceedings, Part I, Crete, Greece, 2024.
  4. The Semantic Web : 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26–30, 2024, Proceedings, Part II
    Albert Meroño Peñuela, Anastasia Dimou, Raphaël Troncy, Olaf Hartig, Maribel Acosta, Mehwish Alam, Heiko Paulheim, Pasquale Lisena
    The Semantic Web, 21st International Conference, ESWC 2024, Hersonissos, Crete, Greece, May 26–30, 2024, Proceedings, Part II, Crete Island, Greece, 2024.

Journal Articles

  1. Do Language Models Enjoy Their Own Stories? Prompting Large Language Models for Automatic Story Evaluation
    Cyril Chhun, Fabian M. Suchanek, Chloé Clavel
    Transactions of the Association for Computational Linguistics, 2024. TACL, pre-MI....
  2. Tractable Circuits in Database Theory
    Antoine Amarilli, Florent Capelli
    SIGMOD record, 2024.
  3. Finding Subgraphs with Maximum Total Density and Limited Overlap in Weighted Hypergraphs
    Oana Balalau, Francesco Bonchi, T-H. Hubert Chan, Francesco Gullo, Mauro Sozio, Hao Xie
    ACM Transactions on Knowledge Discovery from Data (TKDD), 2024.
  4. Completeness, Recall, and Negation in Open-World Knowledge Bases: A Survey
    Fabian M. Suchanek, Simon Razniewski, Hiba Arnaout, Shrestha Ghosh
    ACM Computing Surveys, 2024.

2023

Conference Articles

  1. From Probabilistic Programming to Complexity-based Programming
    Giovanni Sileno, Jean-Louis Dessalles
    European Conference on Artificial Intelligence, Kraków, Poland, 2023.
  2. PyClause -Simple and Efficient Rule Handling for Knowledge Graphs
    Patrick Betz, Luis Galárraga, Simon Ott, Christian Meilicke, Fabian Suchanek, Heiner Stuckenschmidt
    Thirty-Third International Joint Conference on Artificial Intelligence {33 IJCAI-24}, Jeju, South Korea, 2023.

Books

Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases

Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases
Gerhard Weikum, Xin Luna Dong, Simon Razniewski, and Fabian Suchanek, 2021

Des intelligences TRÈS artificielles

Des intelligences TRÈS artificielles
Jean-Louis Dessalles, 2019

Machine Learning for Data Streams: With Practical Examples in Moa

Machine Learning for Data Streams: With Practical Examples in Moa
Albert Bifet, Ricard Gavalda, Geoff Holmes and Bernhard Pfahringer, 2018

Le Fil de la Vie. La face immatérielle du vivant

Le Fil de la Vie. La face immatérielle du vivant
Jean-Louis Dessalles, Cédric Gaucherel and Pierre-Henri Gouyon, 2016

Les origines du langage

Les origines du langage
Jean-Louis Dessalles and Pascal Picq, 2010

Les origines du langage : Les origines de la culture

Les origines du langage : Les origines de la culture
Jean-Louis Dessalles, Pascal Picq and Bernard Victorri, 2006

L’ordinateur génétique

L’ordinateur génétique
Jean-Louis Dessalles, 1996