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 50 篇，第 1 / 1 页

1. CVPR 2024Action Scene Graphs for Long-Form Understanding of Egocentric Videos
2. CVPR 2024Active Object Detection with Knowledge Aggregation and Distillation from Large Models
3. CVPR 2024Aligning Logits Generatively for Principled Black-Box Knowledge Distillation
4. CVPR 2024An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning
5. CVPR 2024Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier Graphs
6. CVPR 2024Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation
7. CVPR 2024Bootstrapping Chest CT Image Understanding by Distilling Knowledge from X-ray Expert Models
8. CVPR 2024Building Optimal Neural Architectures using Interpretable Knowledge
9. CVPR 2024C2KD: Bridging the Modality Gap for Cross-Modal Knowledge Distillation
10. CVPR 2024Constrained Layout Generation with Factor Graphs
11. CVPR 2024Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities
12. CVPR 2024CRKD: Enhanced Camera-Radar Object Detection with Cross-modality Knowledge Distillation
13. CVPR 2024CrossKD: Cross-Head Knowledge Distillation for Object Detection
14. CVPR 2024De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts
15. CVPR 2024Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identification
16. CVPR 2024Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis
17. CVPR 2024FlashAvatar: High-fidelity Head Avatar with Efficient Gaussian Embedding
18. CVPR 2024FreeKD: Knowledge Distillation via Semantic Frequency Prompt
19. CVPR 2024From Pixels to Graphs: Open-Vocabulary Scene Graph Generation with Vision-Language Models
20. CVPR 2024Generalizing 6-DoF Grasp Detection via Domain Prior Knowledge
21. CVPR 2024Generating Handwritten Mathematical Expressions From Symbol Graphs: An End-to-End Pipeline
22. CVPR 2024GraphDreamer: Compositional 3D Scene Synthesis from Scene Graphs
23. CVPR 2024HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph Generation
24. CVPR 2024Implicit Discriminative Knowledge Learning for Visible-Infrared Person Re-Identification
25. CVPR 2024Improving Out-of-Distribution Generalization in Graphs via Hierarchical Semantic Environments
26. CVPR 2024Incorporating Geo-Diverse Knowledge into Prompting for Increased Geographical Robustness in Object Recognition
27. CVPR 2024Instance-level Expert Knowledge and Aggregate Discriminative Attention for Radiology Report Generation
28. CVPR 2024KD-DETR: Knowledge Distillation for Detection Transformer with Consistent Distillation Points Sampling
29. CVPR 2024KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
30. CVPR 2024Learning Intra-view and Cross-view Geometric Knowledge for Stereo Matching
31. CVPR 2024Learning to Visually Localize Sound Sources from Mixtures without Prior Source Knowledge
32. CVPR 2024LION: Empowering Multimodal Large Language Model with Dual-Level Visual Knowledge
33. CVPR 2024Locally Adaptive Neural 3D Morphable Models
34. CVPR 2024Logit Standardization in Knowledge Distillation
35. CVPR 2024Low-Rank Knowledge Decomposition for Medical Foundation Models
36. CVPR 2024MLIP: Enhancing Medical Visual Representation with Divergence Encoder and Knowledge-guided Contrastive Learning
37. CVPR 2024Multi-Level Neural Scene Graphs for Dynamic Urban Environments
38. CVPR 2024Open3DSG: Open-Vocabulary 3D Scene Graphs from Point Clouds with Queryable Objects and Open-Set Relationships
39. CVPR 2024Overcoming Generic Knowledge Loss with Selective Parameter Update
40. CVPR 2024Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-end Oriented Object Detection with Single Point Supervision
41. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
42. CVPR 2024RadarDistill: Boosting Radar-based Object Detection Performance via Knowledge Distillation from LiDAR Features
43. CVPR 2024SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks
44. CVPR 2024SignGraph: A Sign Sequence is Worth Graphs of Nodes
45. CVPR 2024Small Scale Data-Free Knowledge Distillation
46. CVPR 2024SOK-Bench: A Situated Video Reasoning Benchmark with Aligned Open-World Knowledge
47. CVPR 2024Taming the Tail in Class-Conditional GANs: Knowledge Sharing via Unconditional Training at Lower Resolutions
48. CVPR 2024Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge
49. CVPR 2024VkD: Improving Knowledge Distillation using Orthogonal Projections
50. CVPR 2024Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos

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。