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 41 篇，第 1 / 1 页

1. CVPR 2025A Hubness Perspective on Representation Learning for Graph-Based Multi-View Clustering
2. CVPR 2025A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains
3. CVPR 2025Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Large Model Enhancement
4. CVPR 2025Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering
5. CVPR 2025Asynchronous Collaborative Graph Representation for Frames and Events
6. CVPR 2025Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering
7. CVPR 2025BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs
8. CVPR 2025Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge
9. CVPR 2025Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs
10. CVPR 2025Diff2Flow: Training Flow Matching Models via Diffusion Model Alignment
11. CVPR 2025DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification
12. CVPR 2025DKDM: Data-Free Knowledge Distillation for Diffusion Models with Any Architecture
13. CVPR 2025ESC: Erasing Space Concept for Knowledge Deletion
14. CVPR 2025Exploring CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation
15. CVPR 2025Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning
16. CVPR 2025GRAPHGPT-O: Synergistic Multimodal Comprehension and Generation on Graphs
17. CVPR 2025GraphMimic: Graph-to-Graphs Generative Modeling from Videos for Policy Learning
18. CVPR 2025Incremental Object Keypoint Learning
19. CVPR 2025Knowledge Bridger: Towards Training-Free Missing Modality Completion
20. CVPR 2025Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning
21. CVPR 2025Learning to Filter Outlier Edges in Global SfM
22. CVPR 2025LineArt: A Knowledge-guided Training-free High-quality Appearance Transfer for Design Drawing with Diffusion Model
23. CVPR 2025MonoTAKD: Teaching Assistant Knowledge Distillation for Monocular 3D Object Detection
24. CVPR 2025MoVE-KD: Knowledge Distillation for VLMs with Mixture of Visual Encoders
25. CVPR 2025Notes-guided MLLM Reasoning: Enhancing MLLM with Knowledge and Visual Notes for Visual Question Answering
26. CVPR 2025Open-Vocabulary Functional 3D Scene Graphs for Real-World Indoor Spaces
27. CVPR 2025Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping
28. CVPR 2025Recover and Match: Open-Vocabulary Multi-Label Recognition through Knowledge-Constrained Optimal Transport
29. CVPR 2025Retaining Knowledge and Enhancing Long-Text Representations in CLIP through Dual-Teacher Distillation
30. CVPR 2025Robust Message Embedding via Attention Flow-Based Steganography
31. CVPR 2025Separation of Powers: On Segregating Knowledge from Observation in LLM-enabled Knowledge-based Visual Question Answering
32. CVPR 2025Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding
33. CVPR 2025Simplification Is All You Need against Out-of-Distribution Overconfidence
34. CVPR 2025Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks
35. CVPR 2025Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights
36. CVPR 2025U-Know-DiffPAN: An Uncertainty-aware Knowledge Distillation Diffusion Framework with Details Enhancement for PAN-Sharpening
37. CVPR 2025Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter
38. CVPR 2025Using Powerful Prior Knowledge of Diffusion Model in Deep Unfolding Networks for Image Compressive Sensing
39. CVPR 2025VideoWorld: Exploring Knowledge Learning from Unlabeled Videos
40. CVPR 2025VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding
41. CVPR 2025What Makes a Good Dataset for Knowledge Distillation?

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。