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 61 篇，第 1 / 2 页

1. CVPR 20233D Spatial Multimodal Knowledge Accumulation for Scene Graph Prediction in Point Cloud
2. CVPR 2023A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
3. CVPR 2023A-Cap: Anticipation Captioning With Commonsense Knowledge
4. CVPR 2023Advancing Visual Grounding With Scene Knowledge: Benchmark and Method
5. CVPR 2023AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning
6. CVPR 2023BASiS: Batch Aligned Spectral Embedding Space
7. CVPR 2023CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
8. CVPR 2023Class Attention Transfer Based Knowledge Distillation
9. CVPR 2023Conjugate Product Graphs for Globally Optimal 2D-3D Shape Matching
10. CVPR 2023Constructing Deep Spiking Neural Networks From Artificial Neural Networks With Knowledge Distillation
11. CVPR 2023DaFKD: Domain-Aware Federated Knowledge Distillation
12. CVPR 2023Data-Free Knowledge Distillation via Feature Exchange and Activation Region Constraint
13. CVPR 2023Decoupling Learning and Remembering: A Bilevel Memory Framework With Knowledge Projection for Task-Incremental Learning
14. CVPR 2023Deep Graph Reprogramming
15. CVPR 2023Distilling Focal Knowledge From Imperfect Expert for 3D Object Detection
16. CVPR 2023DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning
17. CVPR 2023EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets
18. CVPR 2023ERM-KTP: Knowledge-Level Machine Unlearning via Knowledge Transfer
19. CVPR 2023FJMP: Factorized Joint Multi-Agent Motion Prediction Over Learned Directed Acyclic Interaction Graphs
20. CVPR 2023From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm
21. CVPR 2023Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation
22. CVPR 2023HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models
23. CVPR 2023HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics
24. CVPR 2023Image Quality-Aware Diagnosis via Meta-Knowledge Co-Embedding
25. CVPR 2023Improving Commonsense in Vision-Language Models via Knowledge Graph Riddles
26. CVPR 2023Incremental 3D Semantic Scene Graph Prediction From RGB Sequences
27. CVPR 2023Incrementer: Transformer for Class-Incremental Semantic Segmentation With Knowledge Distillation Focusing on Old Class
28. CVPR 2023itKD: Interchange Transfer-Based Knowledge Distillation for 3D Object Detection
29. CVPR 2023KERM: Knowledge Enhanced Reasoning for Vision-and-Language Navigation
30. CVPR 2023KiUT: Knowledge-Injected U-Transformer for Radiology Report Generation
31. CVPR 2023Knowledge Combination To Learn Rotated Detection Without Rotated Annotation
32. CVPR 2023Knowledge Distillation for 6D Pose Estimation by Aligning Distributions of Local Predictions
33. CVPR 2023Learning and Aggregating Lane Graphs for Urban Automated Driving
34. CVPR 2023Learning Customized Visual Models With Retrieval-Augmented Knowledge
35. CVPR 2023Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement
36. CVPR 2023Learning Situation Hyper-Graphs for Video Question Answering
37. CVPR 2023Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization
38. CVPR 2023Learning To Retain While Acquiring: Combating Distribution-Shift in Adversarial Data-Free Knowledge Distillation
39. CVPR 2023Learning Transferable Spatiotemporal Representations From Natural Script Knowledge
40. CVPR 2023Local 3D Editing via 3D Distillation of CLIP Knowledge
41. CVPR 2023Long-Tailed Visual Recognition via Self-Heterogeneous Integration With Knowledge Excavation
42. CVPR 2023Masked Autoencoders Enable Efficient Knowledge Distillers
43. CVPR 2023MEDIC: Remove Model Backdoors via Importance Driven Cloning
44. CVPR 2023Multi-Granularity Archaeological Dating of Chinese Bronze Dings Based on a Knowledge-Guided Relation Graph
45. CVPR 2023Multi-Mode Online Knowledge Distillation for Self-Supervised Visual Representation Learning
46. CVPR 2023Partial Network Cloning
47. CVPR 2023Probabilistic Debiasing of Scene Graphs
48. CVPR 2023Probabilistic Knowledge Distillation of Face Ensembles
49. CVPR 2023Prompting Large Language Models With Answer Heuristics for Knowledge-Based Visual Question Answering
50. CVPR 2023Rethinking Feature-Based Knowledge Distillation for Face Recognition

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。