The Knowledge Graph Research Record

17,501 papers. 43,830 authors. 39,391 citation edges. 850 research problems analyzed. Zero fully solved. The most comprehensive evidence-based database of knowledge graph research.

17,501

Papers

43,830

Authors

39,391

Citations

850

Problems

0

Solved

24

Functions

Not a single KG research problem has been fully solved. GPT-5.5-pro analyzed all 850 identified problems across the corpus: 761 are active, 55 were superseded (reframed), 34 are partially solved. The field produces 22× more new methods than it validates existing ones.

What KG Papers Actually Do

model innovation

5,080

application demonstration

3,028

graph construction

2,151

reasoning enablement

1,052

field synthesis

1,013

construction automation

831

resource release

651

system implementation

587

formal foundations

482

methodological guidance

307

Explore all 24 function categories →

Recent Papers

1138 - GraphOracle: Efficient Fully-Inductive Knowledge Graph Reasoning via Relation-Dependency Graphs (2026)model innovation

117 - Information-Theoretic Minimal Sufficient Representation for Multi-Source Knowledge Graph Completion (2026)model innovation

1233 - Balancing Heterogeneous Knowledge Sources: Pareto-Based Multi-Teacher Distillation for MLPs on Graphs (2026)model innovation

221 - ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation (2026)access enablement

250 - GARNET: GoT-based Alert Reduction and Narrative Event Tracing (2026)application demonstration

A2RAG: Adaptive Agentic Graph Retrieval for Cost-Aware and Reliable Reasoning (2026)reasoning enablement

ABEL: Artificial Buddy for Effective Learning (2026)application demonstration

A BERT-based intelligent framework for automated compliance checking of IFC building model − Exploring semantic alignment of heterogeneous ontology (2026)construction automation

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Corporate KG Research

Intel

343

Microsoft

203

IBM

159

Alibaba

146

Bosch

143

Amazon

128

Huawei

127

Tencent

122

924 researchers at 8 companies