Neuro-Symbolic AI

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5 papers in the last four weeks, level with the four weeks before. 0.0% of all new papers.

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  1. Human-in-the-Loop Neuro-Symbolic Drift Anticipation for Reliable Visual SLAM

    Oct 5, 2026Junhyun Nam, Wonse JoSimultaneous Localization and MappingHuman-in-the-Loop AI

    Department of Information and Telecommunication Engineering, Incheon National University, Incheon, South Korea 22012.

  2. Neuro-symbolic AI for Industrial Configuration

    Sep 24, 2026Danilo Valerio, Philipp Kogler, Stefan Bischof +2ManufacturingNeuro-Symbolic Reasoning

    Siemens AG Österreich · Siemens AG

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

    Sep 24, 2026Mehdi Nasiri, Mohammad Saeed Arvenaghi, Sadegh Vaezi +1Multi-Agent LLM SystemsMulti-Agent Coordination

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

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

    Sep 17, 2026Yuqi Ping, Tianhao Liang, Nanchi Su +4AI Agent ReliabilityAerial Robotics

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

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

    Sep 14, 2026Oliver Stevanovic, Jasmin WachterAutomated Penetration TestingNeuro-Symbolic AI

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

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

    Sep 12, 2026Anna Gazani, Spyridon Kounoupidis, Panagiotis Katsaros +3CybersecurityIndirect Prompt Injection

    Aristotle University of Thessaloniki, Greece · Clone Systems, Cyprus

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

    Sep 1, 2026Qingde Li, Qingqi Hong, Zihan Li +1Representation LearningGeometric Representation Learning

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

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

    Aug 31, 2026Marco Antonio Corallo, Andrea Agiollo, Mauro Conti +1Adversarial AttacksAdversarial Robustness

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

  9. Generating Workflow DAGs from Natural Language with Non-Reasoning LLMs

    Aug 31, 2026Anand Iyer, Bhanu Khetharpal, Srinivas Upadhya +1LLM-Based Program SynthesisStructured Output Generation

    Microsoft

  10. When Evidence Shapes Collaboration: Knowledge-Conditioned Topology Generation for Multi-Agent Systems

    Aug 28, 2026Yangxiao Jiang, Jiarun Fan, Mingcong Xu +6Multi-Agent SystemsGraph Generation

    Huazhong University of Science and Technology

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

    Aug 11, 2026Simón Patiño Idarraga, Erick Silva, Rehana Yasmin +1End-to-End Autonomous DrivingAutonomous Driving Safety Evaluation

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

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

    Aug 8, 2026Gautham Koorma, Vikas Sharma, George Edwards +1Automated Software TestingFormal Verification

    Quandary Peak Research, Los Angeles, CA, USA

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

    Aug 4, 2026Agnese Chiatti, Michael Cochez, Cristina Cornelio +14Symbolic ReasoningNeuro-Symbolic Reasoning

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

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

    Aug 2, 2026Juan Li, Wei Cai, Yan BaiMulti-Agent CollaborationLLM Agent Verification

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

  15. Vision-TL-Action: Neuro-Symbolic Trajectory Generation from Visual Observations and Temporal Logic

    Jul 29, 2026Zezhi Liu, Zhiwei Zheng, Hanqian Luo +3Trajectory GenerationRobot Motion Generation

    Nankai University · Zhongguancun Academy · The Hong Kong Polytechnic University

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

    Jul 28, 2026Ahmed IbrahimLogical ReasoningRequirements Engineering

    aWestern University, London, Canada

  17. Confidently Wrong: Exception Chain Collapse in Frontier LLM Rule Evaluation

    Jul 25, 2026Paul Simpson, John Kozak, Lisa DoakeLLM ReliabilityNeuro-Symbolic AI

    Aethis (aethis.ai)

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

    Jul 24, 2026Moein E. Samadi, Andreas SchuppertNeuro-Symbolic AIEpistemic Uncertainty

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

  19. From Dependency to Compositionality: A Neurosymbolic Lifting of LLM Outputs via Combinatory Categorial Grammar

    Jul 21, 2026Remo PareschiLLM GroundingLanguage Modeling

    STAKE Lab, University of Molise, Campobasso, Italy

  20. Computational models of pragmatic reasoning with flexible generation of meaning and expression alternatives

    Jul 20, 2026Polina Tsvilodub, Fausto Carcassi, Michael FrankeComputational Cognitive ModelingPragmatic Reasoning in Language Models

    University of Tübingen · University of Amsterdam

  21. A Generative Partially Specified Finite State Machine Approach to Complex Behaviour Planning

    Jul 17, 2026Kalana Ratnayake, Michael Pritchard, David Hinwood +2Large Language Model-Based Robot PlanningRobot Task Planning

    University of Canberra · Collaborative Robotics Laboratory, Faculty of Science and Technology, University of Canberra, ACT, Australia · RMIT University +1

  22. Neuro-Symbolic AI for LEED compliance: Document-Centric Benchmarking, Deterministic Numeric Checking, and When Multimodal Hurts

    Jul 17, 2026Aritro De, Juliana FelknerLLM EvaluationNeuro-Symbolic AI

    The University of Texas at Austin · The University of Texas at Austin,, Austin 78712, Texas, United States of America

  23. Probabilistic Extension of Neuro-Symbolic AGI Robots based on Belnap's Typed Intensional FOL

    Jul 12, 2026Zoran MajkicProbabilistic LogicLogical Reasoning

    ISRST, Tallahassee, FL, USA

  24. Personalized Emotional Intelligence in Generative AI through Symbolic Affective Reasoning

    Jul 12, 2026Qing Lin, Mengmi ZhangLLM PersonalizationNeuro-Symbolic AI

    College of Computing and Data Science, Nanyang Technological University, Singapore

  25. SPL: Orchestrating Workflows with Declarative Deterministic-Probabilistic Composition

    Jul 6, 2026Wen G. GongLLM Agent OrchestrationNeuro-Symbolic AI

    Independent Researcher

  26. Agentic SABRE: An Uncertainty-Aware Neuro-Symbolic Multi-Agent Framework for Adaptive Ransomware Detection

    Jul 5, 2026Henry Kabuye, Biju Issac, Jeyamohan NeeraMalware ClassificationNeuro-Symbolic AI

    School of Computer Science, Northumbria University, Newcastle Upon Tyne, UK

  27. PhenoNEST: A Neuro-Symbolic Framework for Ontology-Aware Multimodal Plant Phenotyping and Trait Discovery

    Jul 3, 2026Jayant Ghadge, Soumyashree Kar, Surya S. DurbhaMultimodal GroundingKG Construction

    Centre of Studies in Resources Engineering (CSRE) Indian Institute of Technology Bombay Mumbai, India

  28. Safe and Adaptive Cloud Healing: Verifying LLM-Generated Recovery Plans with a Neural-Symbolic World Model

    Jul 2, 2026Junyan Tan, Haoran Lin, Siyuan Guo +4LLM-Based Program SynthesisLLM-Guided RL

    Department of Computer Science Zhejiang University

  29. Neuro-Symbolic Safety Guidance for Vision-Language-Action Models via Constrained Flow Matching

    Jul 1, 2026William English, Hao Zheng, Rickard EwetzCollision AvoidanceFlow Matching

  30. Neuro-Bayesian-Symbolic Residual Attention Shallow Network: Explainable Deep Learning for Cybersecurity Risk Assessment

    Jun 29, 2026Nicolaie Popescu-Bodorin, Madeleine TogherShallow Neural NetworksExplainable Artificial Intelligence

    Engineering & Computer Science Department Spiru Haret University, Bucharest, Romania · Computer Information Science Department Higher Colleges Technologies, Sharjah, U.A.E.