Knowledge Graphs

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Period ending 2026-09-21

12 new papers

A weekly snapshot of new work published in Knowledge Graphs.

Period ending 2026-09-14

12 new papers

A weekly snapshot of new work published in Knowledge Graphs.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Knowledge Graphs.

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379 papers

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  1. AgentKGV: Agentic LLM-RAG Framework with Two-Stage Training for the Fact Verification of Knowledge Graphs

    Jul 10, 2026Yumin Heo, Hyeon-gu Lee, Sumin Seo +1Knowledge GraphsHievi-Rag

  2. From Legacy Documentation to OSCAL: An MCP-Based Agent Pipeline for Threat-Informed Continuous Compliance in Critical Infrastructure

    Jul 9, 2026Lea Roxanne Muth, Marian MargrafCyber Threat IntelligenceCompliance

  3. InductWave: Inductive Multi-Hop Logical Query Answering on Knowledge Graphs

    Jul 8, 2026Mayank Kharbanda, Michael Cochez, Rajiv Ratn Shah +1Knowledge GraphsMulti-Hop Reasoning

  4. Time Imprint: Learning Time-Aware Representations in Multi-Modal Knowledge Graphs

    Jul 8, 2026Pengyu Zhang, Klim Zaporojets, Congfeng Cao +2Knowledge Graph EmbeddingsMulti-Modal Representation Learning

  5. RSF-GLLM: Bridging the Semantic Gap in Multi-Hop Knowledge Graph QA via Recurrent Soft-Flow and Decoupled LLM Generation

    Jul 7, 2026Sambaran Bandyopadhyay, Ananth MuppidiGraph-Based Retrieval Augmented GenerationKnowledge Graphs

  6. Canopy: A Heterograph Foundation Model for Metabolic Engineering

    Jul 7, 2026Jake Bowden, Laurence Legon, Satnam SuraeMetabolicBiomedical Knowledge Graph

  7. Integrating knowledge graphs and multilingual scholarly corpora for domain-adaptive LLMs in SSH

    Jul 7, 2026Adam Faci, Alessio Miaschi, Anne Combe +4Large Language Model AdaptationDomain-Adaptation Benchmark

  8. SearchEyes: Towards Frontier Multimodal Deep Search Intelligence via Search World Simulation

    Jul 7, 2026Zhengbo Jiao, Yiming Cheng, Yilei Jiang +15Multimodal Search AgentsMultimodal Reasoning Benchmarks

  9. TACTIC-KG: Toward Small Agent Teams for Cyber Threat Intelligence Knowledge Graph Construction

    Jul 6, 2026Mouhamed Amine Bouchiha, Gregory BlancCyber Threat IntelligenceKnowledge Graphs

  10. TRIAGE: Trustworthy Retrieval Instrumentation And Graph Evaluation

    Jul 3, 2026Axel TahmasebiMoradi, Lucas Schott, Martin RoyerGraph-Based Retrieval Augmented GenerationKnowledge Graphs

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

    Jul 3, 2026Jayant Ghadge, Soumyashree Kar, Surya S. Durbha3D Plant PhenotypingPhenotypes

  12. Poisson-Gamma Modeling of Inter-Relational Dependencies in Dynamic Knowledge Graphs

    Jul 3, 2026Nan Fang, Yijun Wang, Hao Liao +1Knowledge GraphsAssociations

  13. Bringing Agentic Search to Earth Observation Data Discovery

    Jul 2, 2026Minghan Yu, Youran Sun, Chugang Yi +2Agentic SearchKnowledge Graphs

  14. MKGR: Multimodal Knowledge-Graph Representation Learning for Cold-Start Protein-Protein Interaction Prediction

    Jul 2, 2026Wenbo ZhangProteinBiomedical Knowledge Graph

  15. Knowledge-Centric Information Systems

    Jul 1, 2026Mariano Garralda-BarrioKnowledge GraphsData Lakes

  16. Evidence-Supported Credit Risk Report Generation Using News-Centric Financial Knowledge Graphs

    Jul 1, 2026Rocio Jimenez-Villen, Ziwei Xu, Ying Chen +2Credit Risk PredictionKnowledge Graphs

  17. Automating Cause-Effect Specification with Knowledge Graphs and Large Language Models

    Jun 30, 2026Javal Vyas, Milapji Singh Gill, Mehmet MercangözEngineeringKnowledge Graphs

  18. CVE-TTP KG: Knowledge Graph Linking Software Vulnerabilities to Attack Behaviors

    Jun 30, 2026Swati Yadav, Dincy R. Arikkat, Basant Agarwal +3Cyber Threat IntelligenceVulnerability Detection & Repair

  19. Cross-Domain Feature Expansion for Tabular Medical Data via Knowledge Graphs Injection

    Jun 30, 2026Mengying Zhou, Yongjie Yin, Haoyan Xin +2Biomedical Knowledge GraphKnowledge Graphs

  20. One Retrieval to Cover Them All: Co-occurrence-Aware Knowledge Base Reorganization for Session-Level RAG

    Jun 30, 2026Shivam Ratnakar, Yixuan Zhu, Cecilia Cheng +1Hievi-RagRetrieval Recall

  21. Grounding LLM Reasoning under Incomplete Graph Evidence

    Jun 29, 2026Jiaqi Li, Fanghui SongKnowledge GraphsKnowledge-Grounded Reasoning

  22. CORTEX: High-Quality Cross-Domain Organization of Web-Scale Corpora through Ontological Corpus Graph

    Jun 29, 2026Chengtao Gan, Xiaoke Guo, Yushan Zhu +5Text CorporaCode Property Graphs

  23. Query-Aware Spreading Activation for Multi-Hop Retrieval over Knowledge Graphs

    Jun 29, 2026Illia Makarov, Mykola GlybovetsGraph-Based Retrieval Augmented GenerationKnowledge Graphs

  24. Beyond Triplet Plausibility: Relation Set Completion in Knowledge Graphs

    Jun 29, 2026Zihao Zheng, Borui Cai, Yao Zhao +2Knowledge Graph CompletionKnowledge Graphs

  25. Travel-Oriented Reasoning Large Language Model via Domain-Specific Knowledge Graphs

    Jun 28, 2026Vignesh Ram Nithin Kappagantula, Shayan Hassantabar, Samuel Simpson +1Large Language Model ReasoningTour

  26. Measuring Graph-to-Graph Semantic Similarity in Knowledge Graphs: An Empirical Evaluation of Knowledge Graph Embeddings

    Jun 28, 2026Seungryeol Baek, Wooseok Sim, Hogun ParkKnowledge Graph EmbeddingsKnowledge Graphs

  27. MOSAIC: Orchestrating Collaborative Knowledge Tracing with Hierarchical Semantic Alignment

    Jun 27, 2026Xinjin Li, Mengyue Wang, Yuzhen Lin +4Per-Competency Bayesian Knowledge TracingGeo-Contextual Alignment

  28. Multimodal Graph RAG for Long-range Visually Rich Document Understanding

    Jun 27, 2026Yi-Cheng Wang, Chu-Song ChenVisual Document RetrievalMulti-Source Retrieval-Augmented Generation

  29. Ontology-Guided Evidence Path Inference for Multi-hop Knowledge Graph Question Answering

    Jun 26, 2026Yongxue Shan, Meihan Wu, Cundi Fang +2Knowledge GraphsCode Property Graphs

  30. RelBall: Relation Ball with Quaternion Rotation for Knowledge Graph Completion

    Jun 26, 2026Yike Liu, Peijia Xie, Chao He +1Knowledge Graph CompletionZero-Shot Link Prediction

  31. KG2Cypher: Data-Centric Pipeline for Building Enterprise Text-to-Cypher Systems

    Jun 26, 2026Minjun Choi, Yerin Kim, Junghyuk Seo +3Knowledge GraphsNatural Language Queries

  32. KARLA: Knowledge-base Augmented Retrieval for Language Models

    Jun 25, 2026Francois Crespin, Fabian M. Suchanek, Nils HolzenbergerLarge Language Model OutputKnowledge Graphs

  33. Zero-shot Tweet-Level Stance Detection Enhanced by External Knowledge and Reflective Chain-of-Thought Reasoning

    Jun 25, 2026Yiju Huang, Wenxian Wang, Lijun Zhou +4Tweet-Level Stance DetectionIndonesian E-Commerce Reviews

  34. Knowledge-augmented Agentic AI for Mental Health Medication Information Seeking

    Jun 24, 2026Huizi Yu, Jian Liu, Wenkong Wang +10Medication Recommendation FrameworkPsychiatric Reasoning

  35. Fuzzy Quantification over OWL Ontologies and Knowledge Graphs

    Jun 24, 2026Enrique Palacín, Fernando Bobillo, Ignacio Huitzil +2OntologyComplex Query Answering

  36. Is GraphRAG Needed? From Basic RAG to Graph-/Agentic Solutions with Context Optimization

    Jun 24, 2026Long Chen, Ryan Razkenari, Yuxuan Zhou +5Graph-Llm JointKnowledge Graphs

  37. Entity Resolution via Batched Oracle Queries

    Jun 23, 2026Lorenzo Balzotti, Donatella Firmani, Luca Gagliardelli +1OraclesEntities

  38. Holographic Memory for Zero-Shot Compositional Reasoning in Knowledge Graphs: A Mechanistic Study of Where and Why It Fails

    Jun 23, 2026Randhir KumarKnowledge GraphsHolographic Reduced Representations

  39. T2D-Bench: Evidence-Gated Evaluation of LLM Outputs for Type 2 Diabetes Using a Multi-Layer Clinical-Lifestyle Knowledge Graph

    Jun 23, 2026Saba A. Farahani, Hung Cao, Ramesh Jain +1Hypoglycemia ClassificationDiagnostic Benchmark

  40. Trustworthy Image Authentication using Forensic Knowledge Graphs

    Jun 22, 2026Tai D. Nguyen, Matthew C. StammDigital ForensicsAdversarial Examples

  41. Predicate Importance Estimation and Decoupled Rationale-Score Distillation for Entity Alignment

    Jun 22, 2026Keunha Kim, Yoonjin Jang, Hyeon-gu Lee +2Knowledge GraphsImportance

  42. When Confidence Takes the Wrong Path: Diagnosing Retrieval-State Lock-In in RAG

    Jun 22, 2026Sahib JulkaConfidence CalibrationLocks

  43. VISTA Architect: A graph database-oriented health AI system demonstrated in multidisciplinary tumor boards

    Jun 21, 2026Tuomo Kiiskinen, Jason Fries, Philip Adamson +7Electronic Health RecordsClinical Notes

  44. Orthogonal Representation Editing: Decoupling Semantic Entanglement in Batch Knowledge Editing of LLMs

    Jun 21, 2026Wenhao Yu, Zhicong Lu, Bo Lv +4Multimodal Knowledge EditingKnowledge Graph Embeddings

  45. Universal Encoders for Modular Relational Deep Learning

    Jun 19, 2026Jakub Peleška, Gustav ŠírRelational Deep LearningKnowledge Graph Embeddings

  46. Context-Aware Generative AI for Automated Telecom Test Script Generation

    Jun 19, 2026Gautam Prasad, Chandramohan T. N., Joy BoseTest GenerationAutomated

  47. AI Economist Agent: An Agentic Framework for Evidence-Based Economic and Financial Analysis with RAG, Knowledge Graphs, and Large Language Models

    Jun 18, 2026Masahiro KatoEconomiesPersonalized Large Language Model Agents

  48. FineREX: Fine-Tuned NER-RE for Human Smuggling Knowledge Graphs

    Jun 18, 2026Elijah Feldman, Dipak Meher, Carlotta DomeniconiRelation ExtractionKnowledge Graphs

  49. Repeated Shared Access Enables Grokking, but Edit Propagation Depends on an Addressable Memory

    Jun 17, 2026Yanan NiuExplicit MemoryKnowledge Graphs

  50. INDEQS: Informed Neural controlled Differential EQuationS

    Jun 17, 2026Michael Detzel, Gabriel Nobis, Kristiyan Blagov +3Neural Ordinary Differential EquationsFundamental Hydrological Principles

  51. ScholarSum: Student-Teacher Abstractive Summarization via Knowledge Graph Reasoning and Reflective Refinement

    Jun 17, 2026Bohou Zhang, Xiaoyu Tao, Mingyue Cheng +2SummarizationScientific Discovery

  52. Half a Link can Be Enough to Predict a Whole Link: Understanding Generalization in Knowledge Graph Foundation Models

    Jun 16, 2026Cosimo Gregucci, Obaidah Theeb, Daniel Hernandez +2Knowledge GraphsWireless Foundation Models

  53. FlowRAG: Synergizing Explicit Reasoning via Frequency-Aware Multi-Granularity Graph Flow

    Jun 16, 2026Bihao Zhan, Zongsheng Cao, Jie Zhou +2Graph-Based Retrieval Augmented GenerationCode Property Graphs

  54. Trust-Aware Multi-Agent Traceability: Confidence-Calibrated Knowledge Graphs for Consistent Software Artifact Management

    Jun 15, 2026Mohamed Essam, Kareem Wael, Azza Hassan +4TraceabilityMulti-Agent Systems

  55. SkillWiki: A Living Knowledge Infrastructure for Agent Skills

    Jun 15, 2026Dingcheng Huang, Yuda Ding, Bingshuo Liu +8Reusable Agent SkillsWikipedia

  56. Model Graph Inductive Learning for Knowledge Graph Completion

    Jun 15, 2026Mohommad Esmaei Khani, Mahdieh Hasheminejad, Ali Taherkhani +1Zero-Shot Link PredictionGraph Representation Learning

  57. SAG: SQL-Retrieval Augmented Generation with Query-Time Dynamic Hyperedges

    Jun 14, 2026Yuchao Wu, Junqin Li, XingCheng Liang +4Graph-Based Retrieval Augmented GenerationKnowledge Graphs

  58. When Correct Edges Cannot Be Verified: A Provenance Gap in Incomplete KGQA and a Provenance-Favoring Completion Policy

    Jun 14, 2026Yongqi Kang, Yu Fu, Yong ZhaoKnowledge Graph CompletionKnowledge Graphs

  59. LearnOpt: Recovering the Latent Cognitive Structure of Standardized Examinations via Knowledge Graphs and Constrained Optimization

    Jun 13, 2026Joy Bose, Om ThomasExaminersLearn

  60. Provenance-Enhanced Statements in Knowledge Graphs

    Jun 13, 2026Fabio Vitali, Valentina PasqualKnowledge GraphsProvenance