Temporal KGs

KG: Knowledge Graph

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7 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Auditable Clinical Timeline Reconstruction with Provenance-Aware Evidence Graphs

    Oct 5, 2026Judith Jeyafreeda AndrewData ProvenanceClinical QA

    Public Health Unit, Medical Information Department, Bordeaux University Hospital (CHU Bordeaux), Bordeaux, France.

  2. Concept-Grounded Attention: A Controlled Evaluation of Graph-Injected Attention, Temporal Versioning, and Epistemic Status

    Sep 30, 2026Sachin Dev Duggal, Pradyumna Swarnalatha Ramanna, Alexandros VassiliadesLLM GroundingTemporal Reasoning in Language Models

    SeKondBrain AI Labs, London, United Kingdom.

  3. HiTS-CL: A Continual Learning Framework for Long-Horizon Temporal Knowledge Graph Extrapolation

    Sep 29, 2026Yansong Liu, Rui Liu, Yuan Zuo +6Temporal Link PredictionReplay-Based Continual Learning

    Beihang University Beijing, China · Beijing University of Posts and Telecommunications Beijing, China · Hubei Engineering University Xiaogan, Hubei, China

  4. RICE-Alpha: Reliability-Informed Correction with Event Graphs for LLM-Agent Stock Forecasting

    Sep 27, 2026Tong Liu, Lanmiao Liu, Xiang HuFinancial ForecastingTime Series Forecasting

    Zircon Security · Utrecht University · The Max Planck Institute for Psycholinguistics +1

  5. BridgeMem: Causal Dyadic Transition Residuals for Temporal Knowledge Graph Forecasting

    Sep 24, 2026Zeyan Li, Libing Chen, Shengda Zhuo +2Temporal Link PredictionTemporal KGs

    Shanghai Jiao Tong University · University of Chicago · Jinan University

  6. A Temporal Knowledge Graph for Music Festival Lineup Forecasting

    Sep 21, 2026Julia Gastinger, Thilo Dieing, Christian Meilicke +1Temporal Link PredictionTemporal KGs

    University of Mannheim, Mannheim, Germany

  7. EdgeReMIND: A Scalable, Top-Ranked Memorization Baseline for Temporal Multi-Relational Link Prediction

    Sep 15, 2026Bryant PollardLink PredictionTemporal Link Prediction

    Clemson University

  8. From Explanations to Interventions: Execution-Guided Counterfactual Synthesis in Temporal Graphs

    Sep 10, 2026Minwoo Yu, Young-guk HaCounterfactual ExplanationsCausal Counterfactual Generation

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

  9. post-graph-rag: A PostgreSQL-Native Bi-Temporal Graph RAG Engine with Temporal Grounding at Synthesis

    Aug 14, 2026Chandan RajahKG ConstructionLLM Reasoning with Graphs

    Independent Researcher

  10. FITTER: Vocabulary-Agnostic Cross-Domain Inference on Temporal Knowledge Graphs

    Aug 11, 2026Jiaxin Pan, Mojtaba Nayyeri, Osama Mohammed +4KG EmbeddingTemporal Link Prediction

    University of Stuttgart, Stuttgart, Germany · SAP SE, Germany · University of Southampton, Southampton, United Kingdom

  11. SodaMem: Evidence-Grounded Temporal Graph Memory for LLM Agents

    Aug 8, 2026Fengrong Wan, Chengcan Wu, Ningtao LyuMemory Agent BenchmarksGraph-Based Agent Memory

    1Peking University

  12. THBKG: A Temporal Biomedical Knowledge Graph for Decision-Aligned Clinical Advancement Prediction

    Aug 6, 2026Pui Chung Siu, Claudia Cabrera, Mani Mudaliar +1KG ConstructionClinical Outcome Prediction

    Recursion Pharmaceuticals Inc. Salt Lake City, UT, USA · Queen Mary University of London Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry London, United Kingdom

  13. PIE-APT: Abductive Planning over Temporal Dynamic Knowledge Graphs via Incremental Reasoning

    Jul 29, 2026Amir Hossein Sharafi, Alireza ShahbaziLogical ReasoningAbductive Reasoning

    Najm · Department of Mathematics, Tafresh University

  14. A Graph-Native Bitemporal Memory Store for Conversational AI Agents

    Jul 29, 2026Alp Niksarli, Gopesh BahetiConversational MemoryLLM Agent Memory

    Davidson College

  15. MA-DAR: Manifold-Aligned Dynamic Adaptive Routing for Continual Temporal Knowledge Graph Reasoning

    Jul 24, 2026Xiangjun Shi, Chong Mu, Jinchuan Zhang +3Replay-Based Continual LearningTemporal KGs

    School of Computer Science and Engineering, University of Electronic Science and Technology of China

  16. Reachability-Aware Pretraining for Efficient Target-Oriented Path Exploration in Temporal Knowledge Graph Reasoning

    Jul 16, 2026Chien-Liang Liu, Tsao-Lun ChenTemporal Link PredictionSparse-Reward RL

    Artificial Intelligence Research Center, Chang Gung University · 2Graduate Institute of Oral Biology, National Taiwan University · 3Electrical Engineering, National Taiwan University of Science and Technology

  17. ChronoQG: Towards a Temporally Expressive and Hop-Bounded Benchmark for Temporal Knowledge Graph Question Generation

    Jul 16, 2026Xuemeng Liu, Zhengpin Li, Wanpeng Tang +2Synthetic Benchmark GenerationTemporal KGs

    Peking University Beijing, China · Shanghai University of Finance and Economics Shanghai, China

  18. GAttNHP: Group Attention Neural Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs

    Jul 16, 2026Xiangni Tian, Kaixian Yu, Runpeng Dai +2Event Time PredictionTemporal Link Prediction

    Yunnan Key Laboratory of Statistical Modeling and Data Analysis, Yunnan University, Kunming, China · Insilicom LLC, Peabody, MA, USA · University of North Carolina at Chapel Hill, North Carolina, USA

  19. GRATE: Temporal Extensions for Inductive KG Foundation Models via Gated Rotary Attention

    Jul 11, 2026Jiaxin Pan, Osama Mohammed, Daniel Hernández +1Temporal Link PredictionGraph Foundation Models

    Analytic Computing, Institute for Artificial Intelligence, University of Stuttgart, Stuttgart, Germany · University of Southampton, Southampton, United Kingdom.

  20. Temporal Knowledge Graph Forecasting under Distribution Shifts: A Synthetic Evaluation

    Jul 10, 2026Konrad Özdemir, Julia Gastinger, Lukas Kirchdorfer +1Distribution ShiftTemporal Link Prediction

    Data and Web Science Group, University of Mannheim, Germany · SAP Signavio, Walldorf, Germany

  21. Narrative World Model: Narratology-Grounded Writer Memory for Long-Form Fiction

    Jul 6, 2026Mohammad Saifullah, Thomas Kornmaier, Taaha Kazi +3Multi-Hop QAQuestion Answering

    PocketFM

  22. 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

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

    Jul 3, 2026Nan Fang, Yijun Wang, Hao Liao +1Latent Variable ModelsTemporal Link Prediction

    School of Computing and Information Technology, Great Bay University, Dongguan, Guangdong, China · Tsinghua University, Shenzhen, Guangdong, China · College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong, China +1

  24. TRACE: State-Aware Query Processing over Temporal Evidence Graphs for Conversational Data

    Jul 1, 2026Maolin Wang, Yu Wang, Zichun Liu +5Multi-Hop QAGraph Retrieval-Augmented Generation

    Hong Kong Institute of AI for Science, City University of Hong Kong, Hong Kong SAR, China · Independent Researcher, Beijing, China · Central South University, Changsha, China +1

  25. First-Order Temporal Logic Tensor Networks

    Jun 29, 2026Luca Boscarato, Ivan Donadello, Alessandro Artale +2Tensor NetworksNeuro-Symbolic AI

    Free University of Bozen-Bolzano

  26. TeRoR: Decoupled Temporal Rotation with Relational Circular Region for Temporal Knowledge Graph Embedding

    Jun 26, 2026Peijia Xie, Yike Liu, Chao He +1KG EmbeddingTemporal Link Prediction

    South China Normal University, Guangzhou, China

  27. PulseCX: Breaking the Closed-World Assumption in Real-Time CX

    Jun 19, 2026Rajat Agarwal, Suvidha Tripathi, Shubham SharmaCustomer Support AutomationConversational Agents

    Sprinklr AI, Gurugram, India

  28. VL-MemKnG: Hybrid Memory with a Spatio-Temporal Knowledge Graph for Question Answering over Long Egocentric Navigation Trajectories

    Jun 15, 2026Svetlana Lukina, Mohamad Al Mdfaa, Gloria Haro +2Egocentric Video QAVideo QA

    Mobile Robotics Laboratory, Artificial Intelligence Center, Moscow, Russia · Intelligent Multimodal Vision Analysis Group, Department of Engineering, Universitat Pompeu Fabra, Barcelona, Spain · Independent Researcher

  29. DYNA : Dynamic Episodic Memory Networks for Augmenting Large Language Models with Temporal Knowledge Graphs in Continuous Learning

    Jun 14, 2026Ali Sarabadani, Mahtab TajvidiyanContinual Learning for LLMsMemory-Augmented Language Models

    Department of Computer Engineering and Information Technology, University of Qom, Qom, Iran

  30. REAL: A Reasoning-Enhanced Graph Framework for Long-Term Memory Management of LLMs

    Jun 9, 2026Keer Lu, Liwei Chen, Guoqing Jiang +3Conversational MemoryPersistent Memory for Language Models

    School of Computer Science, Peking University · Kuaishou Technology · Center for Data Science, Academy for Advanced Interdisciplinary Studies, Peking University

  31. Less Context, More Accuracy: A Bi-Temporal Memory Engine for LLM Agents Where a Lean Retrieved Context Beats the Full History

    Jun 5, 2026Liuyin WangLong-Context QALLM Agent Memory

    Independent Researcher

  32. TokenMizer: Graph-Structured Session Memory for Long-Horizon LLM Context Management

    Jun 4, 2026Shweta MishraLLM Agent MemoryLLM Context Management

    Independent Researcher, India.

  33. IA-RAG: Interval-Algebra-Driven Temporal Reasoning for Dynamic Knowledge Retrieval

    Jun 4, 2026Xiaoman Wang, Yaoze Zhang, Wenzhuo Fan +7Retrieval-Augmented GenerationTemporal IR

    East China Normal University · Shanghai Artificial Intelligence Laboratory · University of Shanghai for Science and Technology +1

  34. HoT-SSM:Higher-order Temporal Knowledge Graph Reasoning with State Space Models for Health Care

    Jun 4, 2026Thummaluru Siddartha Reddy, Vempalli Naga Sai Saketh, Yash Punjabi +1Clinical Outcome PredictionHypergraph Neural Networks

    Fujitsu Research of India, Bangalore

  35. CHRONOS: Temporally-Aware Multi-Agent Coordination for Evolving Data Marketplaces

    May 22, 2026Joydeep ChandraMulti-Agent CoordinationTemporal IR

    BNRIST, Tsinghua University Beijing, China

  36. ChronoMedKG: A Temporally-Grounded Biomedical Knowledge Graph and Benchmark for Clinical Reasoning

    May 21, 2026Md Shamim Ahmed, Farzaneh Firoozbakht, Lukas Galke Poech +2KG ConstructionHealthcare

    University of Southern Denmark · University of Hamburg

  37. Short-Term-to-Long-Term Memory Transfer for Knowledge Graphs under Partial Observability

    May 21, 2026Taewoon Kim, Vincent François-Lavet, Michael CochezPartially Observable RLQ-Learning

    1HumemAI · 2Vrije Universiteit Amsterdam · 3ELLIS Institute Finland & Abo Akademi University

  38. Historical Knowledge Graphs for Global Maritime Estimated Time of Arrival

    May 18, 2026Neofytos DimitriouKG ConstructionTraffic Forecasting

    Maritime Digitalization Centre Cyprus Marine and Maritime Institute Larnaca 6300, Cyprus

  39. Ontology for Policing: Conceptual Knowledge Learning for Semantic Understanding and Reasoning in Law Enforcement Reports

    May 15, 2026Anita Srbinovska, Jansen Orfan, Adrian Martin +1KG ConstructionDocument Information Extraction

    Office of Business Intelligence Rochester Police Department Rochester, NY, USA · Department of Computer Science Rochester Institute of Technology Rochester, NY, USA · School of Mathematics and Statistics Rochester Institute of Technology Rochester, NY, USA

  40. Deterministic Event-Graph Substrates as World Models for Counterfactual Reasoning

    May 15, 2026Fabio RovaiCausal World ModelsWorld Models

    Tesseract Academy

  41. Strikingness-Aware Evaluation for Temporal Knowledge Graph Reasoning

    May 13, 2026Rikui Huang, Shengzhe Zhang, Wei WeiReasoning EvaluationTemporal Link Prediction

    School of Computer Science & Technology, Huazhong University of Science and Technology · Institute of Artificial Intelligence, Huazhong University of Science and Technology · School of Artificial Intelligence & Automation, Huazhong University of Science and Technology

  42. PrimeKG-CL: A Continual Graph Learning Benchmark on Evolving Biomedical Knowledge Graphs

    May 11, 2026Yousef A. Radwan, Yao Li, Qing Qing +5KG EmbeddingKnowledge Graph Question Answering

    Technology, Innovation, Entrepreneurship Department King Abdullah University of Science and Technology · School of Computing and Information Systems The University of Melbourne · College of Computer Science and Technology Jilin University +3

  43. AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning

    May 8, 2026Seunghan Lee, Jun Seo, Jaehoon Lee +7Graph Representation LearningTemporal KGs

    LG AI Research Seoul, South Korea

  44. CHE-TKG: Collaborative Historical Evidence and Evolutionary Dynamics Learning for Temporal Knowledge Graph Reasoning

    May 6, 2026Shuai-long Lei, Xiaobin Zhu, Jiarui Liang +3Temporal Link PredictionDynamic Graph Learning

    University of Science and Technology Beijing

  45. Not All Memories Age the Same: Autodiscovery of Adaptive Decay in Knowledge Graphs

    Apr 22, 2026Mandar KarhadeTemporal IRKnowledge Representation

  46. WorldDB: A Vector Graph-of-Worlds Memory Engine with Ontology-Aware Write-Time Reconciliation

    Apr 20, 2026Harish Santhanalakshmi GanesanEntity ResolutionPersistent Memory for Language Models

    Independent Researcher

  47. The Provenance Gap in Clinical AI: Evidence-Traceable Temporal Knowledge Graphs for Rare Disease Reasoning

    Apr 18, 2026Md Shamim Ahmed, Maja Dusanic, Moritz Nikolai Kirschner +4Data ProvenanceHealthcare

    Department of Mathematics and Computer Science, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark · Universitätsmedizin Göttingen, Robert-Koch-Straße 40, 37075 Göttingen, Germany

  48. OntoTKGE: Ontology-Enhanced Temporal Knowledge Graph Extrapolation

    Apr 7, 2026Dongying Lin, Yinan Liu, Shengwei tang +2KG EmbeddingTemporal Link Prediction

    Northeastern University, Shenyang, China