Papers citing 'Neurosymbolic AI: The 3rd Wave'

Title
Bridging Symbolic Control and Neural Reasoning in LLM Agents: The Structured Cognitive Loop Myung Ho Kim 44 0 0 21 Nov 2025
Neuro-Logic Lifelong Learning Bowen He Xiaoan Xu Alper Kamil Bozkurt Vahid Tarokh Juncheng Dong CLL 122 0 0 16 Nov 2025
DR. WELL: Dynamic Reasoning and Learning with Symbolic World Model for Embodied LLM-Based Multi-Agent Collaboration Narjes Nourzad Hanqing Yang Shiyu Chen Carlee Joe-Wong 72 0 0 06 Nov 2025
REFLEX: Reference-Free Evaluation of Log Summarization via Large Language Model Judgment Priyanka Mudgal HILM 180 0 0 06 Nov 2025
Right for the Right Reasons: Avoiding Reasoning Shortcuts via Prototypical Neurosymbolic AI Luca Andolfi Eleonora Giunchiglia NAI OffRL 53 0 0 29 Oct 2025
Beyond Prompt Engineering: Neuro-Symbolic-Causal Architecture for Robust Multi-Objective AI Agents Gokturk Aytug Akarlar AI4CE 60 0 0 27 Oct 2025
Symbolic Neural Generation with Applications to Lead Discovery in Drug Design A. Srinivasan A. Baskar T. Dash Michael Bain Sanjay Kumar Dey Mainak Banerjee NAI 70 0 0 27 Oct 2025
Logical GANs: Adversarial Learning through Ehrenfeucht Fraisse Games Mirco A. Mannucci AAML 80 0 0 26 Oct 2025
Integrating Machine Learning into Belief-Desire-Intention Agents: Current Advances and Open Challenges Andrea Agiollo Andrea Omicini LM&Ro AI4CE 100 0 0 23 Oct 2025
From Craft to Constitution: A Governance-First Paradigm for Principled Agent Engineering Q. Xu Xiangyu Wen Changran Xu Zeju Li Jianyuan Zhong AI4TS 100 0 0 12 Oct 2025
Object-Centric Case-Based Reasoning via Argumentation Gabriel de Olim Gaul Adam Gould Avinash Kori Francesca Toni 66 0 0 30 Sep 2025
From Neural Networks to Logical Theories: The Correspondence between Fibring Modal Logics and Fibring Neural Networks Ouns El Harzli Bernardo Cuenca Grau Artur Garcez Ian Horrocks Tarek R. Besold FedML AI4CE 174 1 0 28 Sep 2025
Integrating Background Knowledge in Medical Semantic Segmentation with Logic Tensor Networks Luca Bergamin Giovanna Maria Dimitri F. Aiolli 68 0 0 26 Sep 2025
VLN-Zero: Rapid Exploration and Cache-Enabled Neurosymbolic Vision-Language Planning for Zero-Shot Transfer in Robot Navigation N. Bhatt Yunhao Yang Rohan Siva Pranay Samineni Daniel Milan Zinan Lin Ufuk Topcu LM&Ro 87 1 0 23 Sep 2025
Philosophy-informed Machine Learning MZ Naser AI4CE 65 0 0 18 Sep 2025
From Eigenmodes to Proofs: Integrating Graph Spectral Operators with Symbolic Interpretable Reasoning Andrew Kiruluta Priscilla Burity 68 0 0 07 Sep 2025
Intermediate Languages Matter: Formal Languages and LLMs affect Neurosymbolic ReasoningInternational Conference on Semantic Systems (i-Semantics), 2025 Alexander Beiser David Penz Nysret Musliu LRM 108 0 0 04 Sep 2025
A Comparative Study of Neurosymbolic AI Approaches to Interpretable Logical Reasoning Michael K. Chen NAI ELM LRM 81 1 0 05 Aug 2025
Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Joydeep Chandra Satyam Kumar Navneet 167 0 0 26 Jul 2025
Self-Organizing Language P. Myles Eugenio Anthony Beavers 61 0 0 29 Jun 2025
ABS: Enforcing Constraint Satisfaction On Generated Sequences Via Automata-Guided Beam Search Vincenzo Collura Karim Tit Laura Bussi Eleonora Giunchiglia Maxime Cordy 165 1 0 11 Jun 2025
Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Qingchuan Ma Yuhang Wu Xiawu Zheng Rongrong Ji 158 1 0 28 May 2025
Semantic Communication meets System 2 ML: How Abstraction, Compositionality and Emergent Languages Shape Intelligence Mehdi Bennis Salem Lahlou 172 2 0 27 May 2025
Neuro-Argumentative Learning with Case-Based Reasoning Adam Gould Francesca Toni 97 1 0 21 May 2025
Explaining Neural Networks with Reasons Levin Hornischer Hannes Leitgeb FAtt AAML MILM 243 0 0 20 May 2025
Achieving Scalable Robot Autonomy via neurosymbolic planning using lightweight local LLM Nicholas Attolino Alessio Capitanelli Fulvio Mastrogiovanni 265 0 0 13 May 2025
Evaluating Multi-Hop Reasoning in Large Language Models: A Chemistry-Centric Case Study Mohammad Khodadad Ali Shiraee Kasmaee Mahdi Astaraki Nicholas Sherck H. Mahyar Soheila Samiee LRM 794 2 0 23 Apr 2025
Enhancing Large Language Models through Neuro-Symbolic Integration and Ontological Reasoning Ruslan Idelfonso Magana Vsevolodovna Marco Monti LRM 191 4 0 10 Apr 2025
Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods Danial Hooshyar Eve Kikas Yeongwook Yang Gustav Šír Raija Hamalainen T. Karkkainen Roger Azevedo 317 1 0 01 Apr 2025
Neuro-symbolic Weak Supervision: Theory and Semantics Nijesh Upreti Vaishak Belle NAI 134 0 0 24 Mar 2025
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraintsInternational Conference on Learning Representations (ICLR), 2025 Mihaela C. Stoian Eleonora Giunchiglia 260 8 0 25 Feb 2025
Standard Neural Computation Alone Is Insufficient for Logical Intelligence Youngsung Kim NAI 198 0 0 04 Feb 2025
Token Democracy: The Architectural Limits of Alignment in Transformer-Based Language Models Robin Young 118 0 0 28 Jan 2025
Neuro-Symbolic AI in 2024: A Systematic Review Brandon C. Colelough William Regli NAI 429 32 0 09 Jan 2025
Neuro-Symbolic Data Generation for Math ReasoningNeural Information Processing Systems (NeurIPS), 2024 Zenan Li Zhi Zhou Xingtai Lv Yu-Feng Li Chun Cao Fan Yang Xian Zhang Xiaoxing Ma OffRL LRM 238 23 0 06 Dec 2024
Neurosymbolic Graph Enrichment for Grounded World ModelsInformation Processing & Management (IPM), 2024 S. D. Giorgis Aldo Gangemi Alessandro Russo NAI 231 6 0 19 Nov 2024
Education in the Era of Neurosymbolic AIJournal of Web Semantics (JWS), 2024 Chris Davis Jaldi Eleni Ilkou Noah Schroeder Cogan Shimizu 184 12 0 16 Nov 2024
The American Sign Language Knowledge Graph: Infusing ASL Models with Linguistic KnowledgeNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Lee Kezar Nidhi Munikote Zian Zeng Zed Sevcikova Sehyr Naomi K. Caselli Jesse Thomason VLM SLR 156 0 0 06 Nov 2024
Guiding Genetic Programming with Graph Neural Networks Piotr Wyrwiński Krzysztof Krawiec 143 0 0 03 Nov 2024
Can-Do! A Dataset and Neuro-Symbolic Grounded Framework for Embodied Planning with Large Multimodal Models Yew Ken Chia Qi Sun Lidong Bing Soujanya Poria LM&Ro 211 1 0 22 Sep 2024
Concept-Based Explanations in Computer Vision: Where Are We and Where Could We Go? Jae Hee Lee Georgii Mikriukov Gesina Schwalbe Stefan Wermter D. Wolter 201 11 0 20 Sep 2024
Hybrid Recurrent Models Support Emergent Descriptions for Hierarchical Planning and Control Poppy Collis Ryan Singh Paul F Kinghorn Christopher L. Buckley 195 0 0 20 Aug 2024
DeepDFA: Automata Learning through Neural Probabilistic RelaxationsEuropean Conference on Artificial Intelligence (ECAI), 2024 Elena Umili Roberto Capobianco AI4CE 156 4 0 16 Aug 2024
Geometric Algebra Meets Large Language Models: Instruction-Based Transformations of Separate Meshes in 3D, Interactive and Controllable Scenes Dimitris Angelís Prodromos Kolyvakis Manos N. Kamarianakis 230 3 0 05 Aug 2024
Error Detection and Constraint Recovery in Hierarchical Multi-Label Classification without Prior Knowledge Joshua Shay Kricheli Khoa Vo Aniruddha Datta Spencer Ozgur Paulo Shakarian 287 7 0 21 Jul 2024
Revolutionizing Battery Disassembly: The Design and Implementation of a Battery Disassembly Autonomous Mobile Manipulator Robot(BEAM-1) Yanlong Peng Zhigang Wang Yisheng Zhang Shengmin Zhang Nan Cai Fan Wu Ming Chen 140 10 0 09 Jul 2024
Graph Reasoning Networks Markus Zopf Francesco Alesiani GNN NAI AI4CE 132 0 0 08 Jul 2024
A Pattern Language for Machine Learning Tasks Benjamin Rodatz Ian Fan Tuomas Laakkonen Neil John Ortega Thomas Hoffman Vincent Wang-Ma'scianica 289 4 0 02 Jul 2024
Metacognitive AI: Framework and the Case for a Neurosymbolic Approach Hua Wei Paulo Shakarian Christian Lebiere Bruce Draper Nikhil Krishnaswamy Sergei Nirenburg LRM 197 7 0 17 Jun 2024
Bayesian Statistical Modeling with Predictors from LLMs Michael Franke Polina Tsvilodub Fausto Carcassi 152 7 0 13 Jun 2024