Neuro-Symbolic Framework

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21 papers in the last four weeks, up 110% on the four weeks before. 0.2% of all new papers.

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  1. DPNL: A DPLL-based Algorithm for Probabilistic Neurosymbolic Learning

    Oct 5, 2026Thomas Jean-Michel Valentin, Pierre Genev{è}s, Luisa Sophie Werner +3Neuro-Symbolic Framework

    ENS Paris Saclay,TYREX · LIG,TYREX · TYREX +1

  2. Auto-Formalizing Neuro-Symbolic Predictors

    Oct 1, 2026Samuele Bortolotti, Weixin Chen, Han Zhao +3Neuro-Symbolic FrameworkFormalization

    University of Trento, Italy · University of Illinois Urbana-Champaign, USA · University of Edinburgh, UK

  3. Neuro-Symbolic Predicate Learning for Semantic Safe Robot Control

    Sep 30, 2026Zihan Ye, Jiayi Liu, Puze Liu +4Neuro-Symbolic FrameworkScalable Robot Learning

    TU Darmstadt · AIML group · Hessian AI +5

  4. Neuro-Symbolic Computer Use: Learning Reusable Policies for Reliable and Efficient Execution

    Sep 29, 2026Hyewon Suh, Thanh Minh Nguyen, Chih-Lun Lee +5Neuro-Symbolic FrameworkComputer-Use Agents

    Georgia Institute of Technology · Simular · Stanford University

  5. A.D.A.M.O. (Agent for language-Driven Actions with Multimodal Observations): A Visual-Symbolic Framework for Virtual Humans

    Sep 28, 2026Alessandro Emmanuel Pecora, Stefano Calzolari, Francesco Strada +1Multimodal AgentsNeuro-Symbolic Framework

    DAUIN, Politecnico di Torino, Torino, Italy

  6. SAGE: Symbolic Action-Gating and Editing for LLM Task Planners

    Sep 28, 2026Trung Minh Bui, JongSul Moon, YoungOuk Kim +3Large Language Model PlanningClassical Planning

    Intelligent Robotics Research Center, Korea Electronics Technology Institute (KETI), Seongnam 13449, Republic of Korea

  7. Neuro-symbolic AI for Industrial Configuration

    Sep 24, 2026Danilo Valerio, Philipp Kogler, Stefan Bischof +2Neuro-Symbolic FrameworkIndustrial

    Siemens AG Österreich · Siemens AG

  8. Ontology-Mediated Neurosymbolic Constraint Acquisition from Multiple Stakeholders

    Sep 24, 2026Stefan Bischof, Juliana Kainz, Danilo ValerioNeuro-Symbolic FrameworkOntology

    Siemens AG Österreich, Vienna, Austria

  9. Epistemic-Probabilistic Model for Guarded Multi-Agent LLM Coordination

    Sep 24, 2026Mehdi Nasiri, Mohammad Saeed Arvenaghi, Sadegh Vaezi +1Multi-Agent Large Language Model SystemsNeuro-Symbolic Framework

    Pasargad Institute for Advanced Innovative Solutions · Iran University of Science and Technology

  10. Neurosymbolic Action Model Learning under Partial Observability

    Sep 22, 2026Adem Kikaj, Lennert De Smet, Giuseppe Marra +1Neuro-Symbolic FrameworkPartial Observability

    KU Leuven, Belgium

  11. NeuSOGA3D: A Neuro-Symbolic Framework for Explainable 3D Geometric Reconstruction

    Sep 17, 2026Qingde Li, Qingqi Hong, Zihan Li +13D ReconstructionObject Geometry

    Computer Science, School of Digital and Physical Sciences, University of Hull, HU6 7RX, UK · The Institute of Artificial Intelligence, Xiamen University, Xiamen, China · Department of Bioengineering, University of Washington, Seattle, WA, USA +1

  12. Neuro-Symbolic Agentic AI for Networked Low-Altitude UAVs

    Sep 17, 2026Yuqi Ping, Tianhao Liang, Nanchi Su +4Unmanned Aerial VehiclesNeuro-Symbolic Framework

    College of Informatics, Harbin Institute of Technology, Shenzhen 518000, China

  13. Disentangling Long-Term Memory via Latent Neuro-Symbolic Reasoning

    Sep 16, 2026Cai Ke, Xinghao Chen, Xiaoyu Shen +6Long-Term MemorySemantic Memory

    Tencent Youtu Lab · Zhejiang Key Laboratory of Industrial Intelligence and Digital Twin, EIT, Ningbo, China · Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China +1

  14. Neuro-Symbolic Hierarchical Intention Anticipation in Human Behavior

    Sep 15, 2026Farnaz Soleimani, Abdelghani Chibani, Yacine Amirat +1Neuro-Symbolic FrameworkAgent Behavior Modeling

    LISSI · aLISSI Laboratory, University of Paris-Est Créteil (UPEC), IUT de Créteil-Vitry, France

  15. Automating Attack Graph Construction for Agentic Pentesting. Towards Neuro-Symbolic Vulnerability Hunting

    Sep 14, 2026Oliver Stevanovic, Jasmin WachterPenetration TestingNeuro-Symbolic Framework

    University of Udine via Palladio 833100 Udine, Italy · University of Klagenfurt Universitätsstraße 65-67, 9020 Klagenfurt, Austria

  16. GenOR-Twin: A Semantic Middleware for Integrating Operational Discourse with Mathematical Optimization

    Sep 14, 2026Rahimeh Neamatian Monemi, Shahin Gelareh, Lubin Cui +1OrchestrationTwins

    Sharkey Predictim Globe · Département R&T, IUT de Béthune, Université d’Artois, F-62000 Béthune, France · Federal University of Rio de Janeiro, COPPE-PESC, P.O. Box 68511, Rio de Janeiro, RJ 21941-972, Brazil +1

  17. Soft Symbol Grounding for Prototypical Concepts

    Sep 14, 2026Marcos Galván-López, Nijesh Upreti, Hiram Calvo +2Learnable PrototypesNeuro-Symbolic Framework

    Centro de Investigación en Computación, Instituto Politécnico Nacional. · School of Informatics, University of Edinburgh.

  18. Learning Symbolic Constraint Representations from Examples: A Neuro-Symbolic Approach

    Sep 14, 2026Nassim Belmecheri, Arnaud Gotlieb, Nadjib Lazaar +1Neuro-Symbolic FrameworkConstraint Satisfaction

    Simula Research Laboratory, Oslo, Norway · Microsoft, Norway · LISN, CNRS, Paris-Saclay University, France

  19. MedVA: An End-to-End Neuro-Symbolic Agentic System for Medical Volume Visualization

    Sep 14, 2026Haill An, Suhyeon Kim, Minjun Kang +4Medical Visual Question AnsweringVisual Analytics

    Institute of Translational Medicine, National Center for Translational Medicine, Shanghai Jiao Tong University, Minhang, Shanghai, China

  20. Architecting the Secure AI-SOC: A Neurosymbolic Framework for Pipeline Integrity and Threat Mitigation

    Sep 12, 2026Anna Gazani, Spyridon Kounoupidis, Panagiotis Katsaros +3Indirect Prompt InjectionCyber Threat Intelligence

    Aristotle University of Thessaloniki, Greece · Clone Systems, Cyprus

  21. Generative Interpretability via Scalable Neuro-Symbolic Models

    Sep 11, 2026Xiaocong YangInterpretabilityNeuro-Symbolic Framework

  22. Seven Sources of Physical AI Capability Formation

    Sep 10, 2026Gang ChenPhysics-Aware ModelsArtificial Intelligence Systems

    Zyllion Data Technology (Shanghai) Co.,Ltd.

  23. Neuro-Symbolic Geometric Abstraction (NeuSOGA): From Observations to Symbolic Mathematical Representations

    Sep 1, 2026Qingde Li, Qingqi Hong, Zihan Li +1Neuro-Symbolic FrameworkSymbol-

    Computer Science, School of Digital and Physical Sciences, University of Hull, HU6 7RX, UK · The Institute of Artificial Intelligence, Xiamen University, Xiamen, China

  24. Dual Process Motion Planning

    Sep 1, 2026Jiayi Yan, Francesco Fabiano, Alessandro AbateMotion PlanningScalable Robot Learning

    The Chinese University of Hong Kong, Shenzhen · University of Oxford

  25. Neural Symbollic Regression Using Deep Learning and Sparse Modelling

    Sep 1, 2026Ravi Kumar U, Sumitra SSymbolic RegressionNeuro-Symbolic Framework

    Department of Mathematics Indian Institute of Space Science and Technology Thiruvananthapuram, India

  26. Does Reasoning Mitigate Backdoor Attacks? A Neuro-Symbolic Perspective

    Aug 31, 2026Marco Antonio Corallo, Andrea Agiollo, Mauro Conti +1Neuro-Symbolic FrameworkTrustworthy Artificial Intelligence

    Örebro University · Örebro, Sweden · Delft University of Technology +3

  27. Stratified Consistency Distillation for Natural Language Formalization

    Aug 31, 2026Zhichao Hou, Ferhat Erata, Joe Lilien +1LLM Reasoning StrategiesNeuro-Symbolic Framework

    North Carolina State University · Amazon Web Services

  28. From Solver Feedback to Faithful Plans: Multi-Role Reinforcement Learning for Symbolic Planning

    Aug 22, 2026Chenghao Zhang, Yikai Mao, Haoyu Gao +4Neuro-Symbolic FrameworkMulti-Turn Reinforcement Learning

    University of Pennsylvania · Georgia Institute of Technology · Pace University +1

  29. Moose: Latent concept learning with reasoning-shortcut awareness in EL++\mathcal{EL}^{++}

    Aug 13, 2026Olga Mashkova, Asaad Mohammedsaleh, Fernando Zhapa-Camacho +1OntologyEfficient Latent Reasoning

    Computer Science Program, Computer, Electrical, and Mathematical Sciences & Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955, Saudi Arabia

  30. Herding End-to-End Autonomous Driving via Neuro-Symbolic Safety Guards

    Aug 11, 2026Simón Patiño Idarraga, Erick Silva, Rehana Yasmin +1Causality-Aware End-To-End Autonomous DrivingHuman Driving

    Universidad de Antioquia, Medellín, Colombia · King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia

  31. sLTN: Structural Logic Tensor Networks

    Aug 11, 2026Davide Rinaldi, Luciano SerafiniTensor NetworksNeuro-Symbolic Framework

    Nokia Bell Labs · Fondazione Bruno Kessler

  32. Hypothesis Frontier: Verifier Guided LLM and Symbolic Search for First-Order Induction

    Aug 11, 2026Serafim BatzoglouInductionNeuro-Symbolic Framework

    Independent Researcher

  33. SymDiag: Explainable Diagnosis for LLM Reasoning via Neuro-Symbolic Verification

    Aug 9, 2026Wenyao Cui, Huaping Zhang, Yongyi Huang +6LLM Reasoning StrategiesNeuro-Symbolic Framework

    Beijing Institute of Technology Beijing, China · Zhongguancun Academy Beijing, China · Xinjiang Future Enterprise Incubator Co., Ltd. Xinjiang, China +1

  34. Deep probabilistic logic programming for diagnostic reasoning from incomplete information: A case study in stroke detection

    Aug 9, 2026Felix Weitkämper, Monchito Avila, Elizabeth Nanjala +2DiagnosisDeep Learning

    German University of Digital Science

  35. Neurosymbolic Discovery of Algebraic Graph Constructions

    Aug 8, 2026David Seka, Stefan SzeiderAcyclic GraphsAlgebraic Structures

    Algorithms and Complexity Group TU Wien, Vienna, Austria

  36. Self-Evolving Neuro-Symbolic Skills for Tool-Augmented Spatial Reasoning

    Aug 8, 2026Shi-Yu Tian, Zhuo-Xia Wang, Xuan-Yi Zhu +6Spatial ReasoningNeuro-Symbolic Framework

    National Key Laboratory for Novel Software Technology, Nanjing University, China · School of Artificial Intelligence, Nanjing University, China · College of Computer Science, Sichuan University

  37. Directed Neuro-Symbolic Stochastic Execution for Verification of Distributed Parallel AI Programs

    Aug 8, 2026Gautham Koorma, Vikas Sharma, George Edwards +1Neuro-Symbolic FrameworkArtificial Intelligence Systems

    Quandary Peak Research, Los Angeles, CA, USA

  38. Mathematical Principles and Experimental Discoveries of the Emergence of Symbolic Patterns in Artificial Neural Networks

    Aug 7, 2026Quanshi Zhang, Qihan Ren, Siyu LouNeuro-Symbolic FrameworkNeural Network

    School of Computer Science, Shanghai Jiao Tong University, Shanghai, China

  39. Where Does Neural Advantage Arise in Continuous-Time Dynamic Graph Prediction?

    Aug 7, 2026Minwoo Yu, Young-guk HaZero-Shot Link PredictionData-Driven Forecasting

    Smart Computing Laboratory, Department of Computer Science & Engineering, Konkuk University, Seoul 05029, Republic of Korea

  40. Tytan: Interactive Neurosymbolic Construction of Analytic Semantic Schemas from Relational Data

    Aug 6, 2026Donna Hooshmand, Shubham Shahi, Cameron Barrie +4SchemaSemantic Relationships

    Northwestern University

  41. NeSy-RAG: Neuro-Symbolic RAG for Explainable Question Answering

    Aug 6, 2026Jonas Gann, Michael GertzHievi-RagSearch-Augmented Reasoning

    Data Science Group, Heidelberg University, Germany

  42. Neuro-Symbolic Closed-Loop Control of Laser Powder Bed Fusion with an In-Loop Ontology

    Aug 6, 2026Gisuk Hong, Jaebong Cho, Hyunbo ChoLithographyModel Predictive Control

    aDepartment of Industrial and Management Engineering, Pohang University of Science and Technology, 77 Cheongam-ro, Nam-gu, Pohang, 37673, South Korea

  43. Adaptive Arena-based Contestable Argumentative Network-of-Experts for Open-Ended Care Plan Coordination

    Aug 5, 2026Truong Thanh Hung Nguyen, Hoang-Loc Cao, Phuc Ho +3Argumentation FrameworksNeuro-Symbolic Framework

    Analytics Everywhere Lab, University of New Brunswick, Canada · National Research Council Canada, Canada

  44. Mimir: A Neuro-Symbolic Memory System with Dynamic Grounding for Embodied Agents in Interactive Environments

    Aug 5, 2026Haoming Xu, Zhenlin He, Hengyi Wang +2Embodied AgentsNeuro-Symbolic Framework

    PrimeBot Research Institute · Peking University

  45. The RAIL Principles for Neurosymbolic AI: Reasoning, Assurances, Interfacing and Learning

    Aug 4, 2026Agnese Chiatti, Michael Cochez, Cristina Cornelio +14Neuro-Symbolic FrameworkArtificial Intelligence Systems

    Politecnico di Milano · ELLIS Institute Finland & Abo Akademi University · Samsung AI +12

  46. SJEPA: Learning Elegant Latent Dynamics with Hybrid Symbolic-Neural Predictors

    Aug 4, 2026Yongchao HuangJoint-Embedding Predictive ArchitecturesLatent Dynamics

  47. ANCHOR-RE: An Agentic Neuro-Symbolic Framework for Grounded Biomedical Relation Extraction

    Aug 4, 2026Shufan Ming, Yikun Han, Gibong Hong +2Relation ExtractionClinical Reasoning Training

    School of Information Sciences, University of Illinois Urbana-Champaign, 501 E Daniel St., Champaign, 61820, IL, USA · Division of Computational Health Sciences, Department of Surgery, University of Minnesota, 516 Delaware St SE, Minneapolis, 55455, MN, USA

  48. Neurosymbolic Reasoning with Incremental Knowledge for Sample Efficient Hierarchical Reinforcement Learning

    Aug 4, 2026Subrat Prasad Panda, Blaise Genest, Arvind EaswaranHierarchical Reinforcement LearningNeuro-Symbolic Framework

    CCDS, NTU Singapore · IPAL, CNRS, France

  49. Learning a Vector-Symbolic Model for Socio-Cultural Tasks

    Aug 3, 2026Meera Ray, Swapnika Dulam, Christopher L. DancyCognitive ScienceNeuro-Symbolic Framework

    Department of Computer Science and Engineering, The Pennsylvania State University W209 Westgate Building, University Park, PA 16802. USA · Department of Industrial and Manufacturing Engineering, The Pennsylvania State University M310 Leonhard Building, University Park, PA 16802. USA

  50. Gram-Space: Structure-Preserving Codebook Compression for Memory-Efficient Neuro-Symbolic AI

    Aug 2, 2026Weilun Wang, Wantong LiNeuro-Symbolic FrameworkCodebooks

    University of California, Riverside

  51. Neuro-Symbolic Participation Governance for Verifiable AI Agents in Open Digital Twin Ecosystems

    Aug 2, 2026Juan Li, Wei Cai, Yan BaiModel-Based Multi-Agent SystemsDigital Twins

    Department of Computer Science at North Dakota State University, Fargo, ND, USA · School of Engineering and Technology, University of Washington, Tacoma, WA, 98402, USA

  52. Verifier-Guided Model Discovery for Physical Dynamical Systems with Pretrained Symbolic Transformers

    Aug 1, 2026Farbod Faraji, Francesco BelardinelliVortexDynamical Systems

    Department of Computing, Huxley Building, Imperial College London 180 Queen’s Gate, South Kensington, London SW7 2RH, United Kingdom

  53. A Neurosymbolic Approach for Explainable Early Diagnosis of Alzheimer's Disease

    Jul 31, 2026Ranveer Singh, Pranuthi Tenali, Saurabh Mathur +6AlzheimerDisease

    The University of Texas at Dallas, Richardson, TX · TU Darmstadt, Germany · Swarthmore College, PA +1

  54. NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability

    Jul 31, 2026Duo Xu, Faramarz FekriNeuro-Symbolic FrameworkLarge Language Model Agents

    Georgia Institute of Technology 225 North Ave NW, Atlanta, GA 30332

  55. A Fuzzy Rule-based Neuro-Symbolic Approach for Pipe Severity Prediction in Sewer Networks

    Jul 30, 2026Ngoc Thai Le, Thanh Ma, Umberto StracciaSeverityFuzzy

    Can Tho University, Can Tho, Vietnam · Istituto di Scienza e Tecnologie dell’Informazione, CNR - ISTI, Pisa, Italy

  56. Distilling Answer Set Programming Theories from Large Language Models

    Jul 30, 2026Nelson Higuera Ruiz, Markus Hofmarcher, Claudiu Leoveanu-CondreiAnswer Set ProgrammingNeuro-Symbolic Framework

    ExtensityAI, Vienna, Austria

  57. From Pixels to PCells: A Neurosymbolic Approach to Photonic Component Creation

    Jul 29, 2026Aadarsh Agarwal, Kenaish Al Qubaisi, Dirk EnglundNanophotonicPixelloop

    Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA

  58. Model-Driven Requirements Configuration with Three-Valued Uncertainty Scoring

    Jul 28, 2026Ahmed IbrahimLarge Language Models(LlmsUncertainty Score

    aWestern University, London, Canada

  59. From Hybrid Mechanistic--Data-Driven Modeling Toward Neuro-Symbolic AI: What, Why, and How

    Jul 24, 2026Moein E. Samadi, Andreas SchuppertNeuro-Symbolic FrameworkArtificial Intelligence Models

    Institute for Computational Biomedicine, RWTH Aachen University, Aachen, Germany. · Center for Computational Life Sciences, RWTH Aachen University, Aachen, Germany.

  60. TRACTA: Benchmarking Temporal Reasoning over Semantic Trajectories

    Jul 24, 2026Michael Romei De Socio, Gian Luca Pozzato, Alessio MerloTemporal ReasoningNeuro-Symbolic Framework

    Department of Computer Science, University of Turin, Corso Svizzera 185, 10149 Turin, Italy · CASD – School of Advanced Defense Studies, Piazza della Rovere 83, 00165 Rome, Italy