知识图谱论文趋势 2023–2026

主要结论

• 知识图谱论文从 2023 年的 287 篇增长到 2026 年的 536 篇，三年间扩大到约 1.9 倍。
• ICLR 是发知识图谱论文最多的会议，2023–2026 年共 571 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 17 篇增至 2026 年的 93 篇。
• 在「图与结构化数据」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的时间序列是 3.2 倍，知识图谱是 1.9 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026Aligning LLMs with Biomedical Knowledge using Balanced Fine-Tuning
• ICML 2026Belief Propagation Converges to Gaussian Distributions in Sparsely-Connected Factor Graphs
• ICLR 2026$\ell_1$ Latent Distance based Continuous-time Graph Representation
• CVPR 2026A Unified Framework for Knowledge Transfer in Bidirectional Model Scaling
• NeurIPS 2025A CLT for Polynomial GNNs on Community-Based Graphs
• ICML 2025A Selective Learning Method for Temporal Graph Continual Learning
• ICLR 2025$R^2$-Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning
• CVPR 2025A Hubness Perspective on Representation Learning for Graph-Based Multi-View Clustering
• NeurIPS 2024Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and Models
• ICML 2024Bipartite Matching in Massive Graphs: A Tight Analysis of EDCS
• ICLR 2024A Good Learner can Teach Better: Teacher-Student Collaborative Knowledge Distillation
• CVPR 2024De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts
• NeurIPS 2023A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking
• ICML 2023A Generalization of ViT/MLP-Mixer to Graphs
• ICLR 2023A Differential Geometric View and Explainability of GNN on Evolving Graphs
• CVPR 2023A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
• NeurIPS 2026AT-SKM-Net: An Accelerated Trainable Sampling Kaczmarz-Motzkin Framework for Linear Hard-Constraint Feasibility on Dynamic Graphs
• ICML 2026Cross-Modal Knowledge Distillation without Paired Data: Theoretical Foundation and Algorithm
• ICLR 2026A Graph Meta-Network for Learning on Kolmogorov–Arnold Networks
• CVPR 2026Distilling Balanced Knowledge from a Biased Teacher

全部知识图谱论文

共 153 篇，第 1 / 4 页

1. NeurIPS 2024$\textit{Trans-LoRA}$: towards data-free Transferable Parameter Efficient Finetuning
2. NeurIPS 2024$\texttt{ConflictBank}$: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLMs
3. NeurIPS 2024A Foundation Model for Zero-shot Logical Query Reasoning
4. NeurIPS 2024A hierarchical decomposition for explaining ML performance discrepancies
5. NeurIPS 2024A Local Method for Satisfying Interventional Fairness with Partially Known Causal Graphs
6. NeurIPS 2024A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning
7. NeurIPS 2024A Structure-Aware Framework for Learning Device Placements on Computation Graphs
8. NeurIPS 2024Achieving Domain-Independent Certified Robustness via Knowledge Continuity
9. NeurIPS 2024Adversarial Moment-Matching Distillation of Large Language Models
10. NeurIPS 2024Almost Surely Asymptotically Constant Graph Neural Networks
11. NeurIPS 2024AMOR: A Recipe for Building Adaptable Modular Knowledge Agents Through Process Feedback
12. NeurIPS 2024Bayesian Optimization of Functions over Node Subsets in Graphs
13. NeurIPS 2024Benchmarking Structural Inference Methods for Interacting Dynamical Systems with Synthetic Data
14. NeurIPS 2024BLEnD: A Benchmark for LLMs on Everyday Knowledge in Diverse Cultures and Languages
15. NeurIPS 2024Boosting Graph Pooling with Persistent Homology
16. NeurIPS 2024Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and Models
17. NeurIPS 2024Challenges of Generating Structurally Diverse Graphs
18. NeurIPS 2024CIFD: Controlled Information Flow to Enhance Knowledge Distillation
19. NeurIPS 2024Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention
20. NeurIPS 2024Clustering then Propagation: Select Better Anchors for Knowledge Graph Embedding
21. NeurIPS 2024Co-occurrence is not Factual Association in Language Models
22. NeurIPS 2024Compact Language Models via Pruning and Knowledge Distillation
23. NeurIPS 2024ConceptFactory: Facilitate 3D Object Knowledge Annotation with Object Conceptualization
24. NeurIPS 2024Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model
25. NeurIPS 2024Continuous Product Graph Neural Networks
26. NeurIPS 2024Cost-efficient Knowledge-based Question Answering with Large Language Models
27. NeurIPS 2024CSPG: Crossing Sparse Proximity Graphs for Approximate Nearest Neighbor Search
28. NeurIPS 2024DARG: Dynamic Evaluation of Large Language Models via Adaptive Reasoning Graph
29. NeurIPS 2024DDK: Distilling Domain Knowledge for Efficient Large Language Models
30. NeurIPS 2024Decoupled Kullback-Leibler Divergence Loss
31. NeurIPS 2024DECRL: A Deep Evolutionary Clustering Jointed Temporal Knowledge Graph Representation Learning Approach
32. NeurIPS 2024Deep Graph Mating
33. NeurIPS 2024Deep Homomorphism Networks
34. NeurIPS 2024Deep Submodular Peripteral Networks
35. NeurIPS 2024DiffuLT: Diffusion for Long-tail Recognition Without External Knowledge
36. NeurIPS 2024Dissecting the Failure of Invariant Learning on Graphs
37. NeurIPS 2024DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs
38. NeurIPS 2024Efficient Graph Matching for Correlated Stochastic Block Models
39. NeurIPS 2024Embedding Dimension of Contrastive Learning and $k$-Nearest Neighbors
40. NeurIPS 2024Embedding-Aligned Language Models
41. NeurIPS 2024Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism
42. NeurIPS 2024End-to-End Ontology Learning with Large Language Models
43. NeurIPS 2024Enhancing Graph Transformers with Hierarchical Distance Structural Encoding
44. NeurIPS 2024Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters
45. NeurIPS 2024Even Sparser Graph Transformers
46. NeurIPS 2024Exploring Consistency in Graph Representations: from Graph Kernels to Graph Neural Networks
47. NeurIPS 2024Exponential Quantum Communication Advantage in Distributed Inference and Learning
48. NeurIPS 2024EyeGraph: Modularity-aware Spatio Temporal Graph Clustering for Continuous Event-based Eye Tracking
49. NeurIPS 2024FairWire: Fair Graph Generation
50. NeurIPS 2024Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers

常见问题

2023–2026 年四大会议一共有多少篇知识图谱论文？

共 1,715 篇，按年份分别是 2023 年 287 篇、2024 年 426 篇、2025 年 466 篇、2026 年 536 篇。

NeurIPS 2026 有多少篇知识图谱论文？

NeurIPS 2026 有 133 篇知识图谱论文，上一届是 154 篇。

ICLR 2026 有多少篇知识图谱论文？

ICLR 2026 有 201 篇知识图谱论文，上一届是 172 篇。

ICML 2026 有多少篇知识图谱论文？

ICML 2026 有 149 篇知识图谱论文，上一届是 99 篇。

CVPR 2026 有多少篇知识图谱论文？

CVPR 2026 有 53 篇知识图谱论文，上一届是 41 篇。

哪个会议的知识图谱论文最多？

ICLR，2023–2026 年共 571 篇。