ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias.

Robin Manhaeve Rik Adriaensen Lucas Van Praet Jessa Bekker Robin Manhaeve Pieter Delobelle Maarten Buyl ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias. 19542-19550 2026 AAAI https://doi.org/10.1609/aaai.v40i24.39033 conf/aaai/2026 db/conf/aaai/aaai2026.html#AdriaensenPBMDB26

Robin Manhaeve Stefano Colamonaco Vincent Derkinderen Rik Adriaensen Lucas Van Praet Luc De Raedt Giuseppe Marra DeepLog: A Software Framework for Modular Neurosymbolic AI. 2026 May abs/2605.10279 CoRR https://doi.org/10.48550/arXiv.2605.10279 db/journals/corr/corr2605.html#abs-2605-10279 streams/journals/corr

Emanuele Sansone Robin Manhaeve Unifying Self-Supervised Clustering and Energy-Based Models. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=NW0uKe6IZa db/journals/tmlr/tmlr2025.html#SansoneM25 streams/journals/tmlr

Adem Kikaj Giuseppe Marra Floris Geerts Robin Manhaeve Luc De Raedt DEEPGRAPHLOG for Layered Neurosymbolic AI. 1551-1558 2025 ECAI https://doi.org/10.3233/FAIA250979 conf/ecai/2025 db/conf/ecai/ecai2025.html#KikajMGMR25 Quinten Dewulf Robin Manhaeve Wannes Meert Luc De Raedt Neurosymbolic OCR for Handwritten Tax Forms. 5100-5103 2025 ECAI https://doi.org/10.3233/FAIA251429 conf/ecai/2025 db/conf/ecai/ecai2025.html#DewulfMMR25

Vincent Derkinderen Robin Manhaeve Rik Adriaensen Lucas Van Praet Lennert De Smet Giuseppe Marra Luc De Raedt The DeepLog Neurosymbolic Machine. 2025 August abs/2508.13697 CoRR https://doi.org/10.48550/arXiv.2508.13697 db/journals/corr/corr2508.html#abs-2508-13697 streams/journals/corr

Adem Kikaj Giuseppe Marra Floris Geerts Robin Manhaeve Luc De Raedt DeepGraphLog for Layered Neurosymbolic AI. 2025 September abs/2509.07665 CoRR https://doi.org/10.48550/arXiv.2509.07665 db/journals/corr/corr2509.html#abs-2509-07665 streams/journals/corr

Rik Adriaensen Lucas Van Praet Jessa Bekker Robin Manhaeve Pieter Delobelle Maarten Buyl ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias. 2025 November abs/2511.09768 CoRR https://doi.org/10.48550/arXiv.2511.09768 db/journals/corr/corr2511.html#abs-2511-09768 streams/journals/corr

Giuseppe Marra Sebastijan Dumancic Robin Manhaeve Luc De Raedt From statistical relational to neurosymbolic artificial intelligence: A survey. 104062 2024 March 328 Artif. Intell. https://doi.org/10.1016/j.artint.2023.104062 db/journals/ai/ai328.html#MarraDMR24

Vincent Derkinderen Robin Manhaeve Pedro Zuidberg Dos Martires Luc De Raedt Semirings for probabilistic and neuro-symbolic logic programming. 109130 2024 171 Int. J. Approx. Reason. https://doi.org/10.1016/j.ijar.2024.109130 https://www.wikidata.org/entity/Q129564727 db/journals/ijar/ijar171.html#DerkinderenMMR24

Robin Manhaeve Francesco Giannini Mehdi Ali Damiano Azzolini Alice Bizzarri Andrea Borghesi Samuele Bortolotti Luc De Raedt Devendra Singh Dhami Michelangelo Diligenti Sebastijan Dumancic Boi Faltings Elisabetta Gentili Alfonso Gerevini Marco Gori Tias Guns Martin Homola Kristian Kersting Jens Lehmann 0001 Michele Lombardi 0001 Luca Salvatore Lorello Emanuele Marconato Stefano Melacci Andrea Passerini Debjit Paul Fabrizio Riguzzi Stefano Teso Neil Yorke-Smith Marco Lippi 0001 Benchmarking in Neuro-Symbolic AI. 238-249 2024 IJCLR https://doi.org/10.1007/978-3-032-09087-4_17 conf/ijclr/2024 db/conf/ijclr/ijclr2024.html#ManhaeveGAABBBRDDDFGGGG24 streams/conf/ijclr Emile van Krieken Samy Badreddine Robin Manhaeve Eleonora Giunchiglia ULLER: A Unified Language for Learning and Reasoning. 219-239 2024 NeSy (1) https://doi.org/10.1007/978-3-031-71167-1_12 conf/nesy/2024-1 db/conf/nesy/nesy2024-1.html#KriekenBMG24 streams/conf/nesy

Emanuele Sansone Robin Manhaeve A Bayesian Unification of Self-Supervised Clustering and Energy-Based Models. 2024 abs/2401.00873 CoRR https://doi.org/10.48550/arXiv.2401.00873 db/journals/corr/corr2401.html#abs-2401-00873

Vincent Derkinderen Robin Manhaeve Pedro Zuidberg Dos Martires Luc De Raedt Semirings for Probabilistic and Neuro-Symbolic Logic Programming. 2024 abs/2402.13782 CoRR https://doi.org/10.48550/arXiv.2402.13782 db/journals/corr/corr2402.html#abs-2402-13782

Emile van Krieken Samy Badreddine Robin Manhaeve Eleonora Giunchiglia ULLER: A Unified Language for Learning and Reasoning. 2024 abs/2405.00532 CoRR https://doi.org/10.48550/arXiv.2405.00532 db/journals/corr/corr2405.html#abs-2405-00532

Tilman Hinnerichs Robin Manhaeve Giuseppe Marra Sebastijan Dumancic Towards a fully declarative neuro-symbolic language. 2024 abs/2405.09521 CoRR https://doi.org/10.48550/arXiv.2405.09521 db/journals/corr/corr2405.html#abs-2405-09521

Arne Vermeulen Robin Manhaeve Giuseppe Marra An Experimental Overview of Neural-Symbolic Systems. 124-138 2023 ILP https://doi.org/10.1007/978-3-031-49299-0_9 conf/ilp/2023 db/conf/ilp/ilp2023.html#VermeulenMM23 Lennert De Smet Pedro Zuidberg Dos Martires Robin Manhaeve Giuseppe Marra Angelika Kimmig Luc De Raedt Neural probabilistic logic programming in discrete-continuous domains. 529-538 2023 UAI https://proceedings.mlr.press/v216/de-smet23a.html conf/uai/2023 db/conf/uai/uai2023.html#SmetMMMKR23

Lennert De Smet Pedro Zuidberg Dos Martires Robin Manhaeve Giuseppe Marra Angelika Kimmig Luc De Raedt Neural Probabilistic Logic Programming in Discrete-Continuous Domains. 2023 abs/2303.04660 CoRR https://doi.org/10.48550/arXiv.2303.04660 db/journals/corr/corr2303.html#abs-2303-04660

Emanuele Sansone Robin Manhaeve Learning Symbolic Representations Through Joint GEnerative and DIscriminative Training. 2023 abs/2304.11357 CoRR https://doi.org/10.48550/arXiv.2304.11357 db/journals/corr/corr2304.html#abs-2304-11357

Thomas Winters Giuseppe Marra Robin Manhaeve Luc De Raedt DeepStochLog: Neural Stochastic Logic Programming. 10090-10100 2022 AAAI https://doi.org/10.1609/aaai.v36i9.21248 conf/aaai/2022 db/conf/aaai/aaai2022.html#WintersMMR22

Emanuele Sansone Robin Manhaeve GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning. 2022 abs/2212.13425 CoRR https://doi.org/10.48550/arXiv.2212.13425 db/journals/corr/corr2212.html#abs-2212-13425

Robin Manhaeve Sebastijan Dumancic Angelika Kimmig Thomas Demeester Luc De Raedt Neural probabilistic logic programming in DeepProbLog. 103504 2021 298 Artif. Intell. https://doi.org/10.1016/j.artint.2021.103504 db/journals/ai/ai298.html#ManhaeveDKDR21

Robin Manhaeve Giuseppe Marra Luc De Raedt Approximate Inference for Neural Probabilistic Logic Programming. 475-486 2021 KR https://doi.org/10.24963/kr.2021/45 conf/kr/2021 db/conf/kr/kr2021.html#ManhaeveMR21 Robin Manhaeve Giuseppe Marra Thomas Demeester Sebastijan Dumancic Angelika Kimmig Luc De Raedt Neuro-Symbolic AI = Neural + Logical + Probabilistic AI. 173-191 2021 Neuro-Symbolic Artificial Intelligence https://doi.org/10.3233/FAIA210354 series/faia/342 db/series/faia/faia342.html#ManhaeveMDDKR21

Thomas Winters Giuseppe Marra Robin Manhaeve Luc De Raedt DeepStochLog: Neural Stochastic Logic Programming. 2021 abs/2106.12574 CoRR https://arxiv.org/abs/2106.12574 db/journals/corr/corr2106.html#abs-2106-12574

Giuseppe Marra Sebastijan Dumancic Robin Manhaeve Luc De Raedt From Statistical Relational to Neural Symbolic Artificial Intelligence: a Survey. 2021 abs/2108.11451 CoRR https://arxiv.org/abs/2108.11451 db/journals/corr/corr2108.html#abs-2108-11451

Luc De Raedt Sebastijan Dumancic Robin Manhaeve Giuseppe Marra From Statistical Relational to Neuro-Symbolic Artificial Intelligence. 4943-4950 2020 Survey track IJCAI https://doi.org/10.24963/ijcai.2020/688 conf/ijcai/2020 db/conf/ijcai/ijcai2020.html#RaedtDMM20

Luc De Raedt Sebastijan Dumancic Robin Manhaeve Giuseppe Marra From Statistical Relational to Neuro-Symbolic Artificial Intelligence. 2020 abs/2003.08316 CoRR https://arxiv.org/abs/2003.08316 db/journals/corr/corr2003.html#abs-2003-08316

Robin Manhaeve Sebastijan Dumancic Angelika Kimmig Thomas Demeester Luc De Raedt DeepProbLog: Neural Probabilistic Logic Programming. 2019 BNAIC/BENELEARN https://ceur-ws.org/Vol-2491/abstract68.pdf conf/bnaic/2019 db/conf/bnaic/bnaic2019.html#ManhaeveDKDR19 Luc De Raedt Robin Manhaeve Sebastijan Dumancic Thomas Demeester Angelika Kimmig Neuro-Symbolic = Neural + Logical + Probabilistic. 2019 NeSy@IJCAI conf/nesy/2019 db/conf/nesy/nesy2019.html#RaedtMDDK19

Robin Manhaeve Sebastijan Dumancic Angelika Kimmig Thomas Demeester Luc De Raedt DeepProbLog: Neural Probabilistic Logic Programming. 2019 abs/1907.08194 CoRR http://arxiv.org/abs/1907.08194 db/journals/corr/corr1907.html#abs-1907-08194

Robin Manhaeve Sebastijan Dumancic Angelika Kimmig Thomas Demeester Luc De Raedt DeepProbLog: Neural Probabilistic Logic Programming. 3753-3763 2018 NeurIPS https://proceedings.neurips.cc/paper/2018/hash/dc5d637ed5e62c36ecb73b654b05ba2a-Abstract.html http://papers.nips.cc/paper/7632-deepproblog-neural-probabilistic-logic-programming conf/nips/2018 db/conf/nips/nips2018.html#ManhaeveDKDR18

Robin Manhaeve Sebastijan Dumancic Angelika Kimmig Thomas Demeester Luc De Raedt DeepProbLog: Neural Probabilistic Logic Programming. 2018 abs/1805.10872 CoRR http://arxiv.org/abs/1805.10872 db/journals/corr/corr1805.html#abs-1805-10872

Rik Adriaensen Mehdi Ali Damiano Azzolini Samy Badreddine Jessa Bekker Alice Bizzarri Andrea Borghesi Samuele Bortolotti Maarten Buyl Stefano Colamonaco Pieter Delobelle Thomas Demeester Vincent Derkinderen Quinten Dewulf Devendra Singh Dhami Michelangelo Diligenti Sebastijan Dumancic Boi Faltings Floris Geerts Elisabetta Gentili Alfonso Gerevini Francesco Giannini Eleonora Giunchiglia Marco Gori Tias Guns Tilman Hinnerichs Martin Homola Kristian Kersting Adem Kikaj Angelika Kimmig Emile van Krieken Jens Lehmann 0001 Marco Lippi 0001 Michele Lombardi 0001 Luca Salvatore Lorello Emanuele Marconato Giuseppe Marra Pedro Zuidberg Dos Martires Wannes Meert Stefano Melacci Andrea Passerini Debjit Paul Lucas Van Praet Luc De Raedt Fabrizio Riguzzi Emanuele Sansone Lennert De Smet Stefano Teso Arne Vermeulen Thomas Winters Neil Yorke-Smith