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 205 篇，第 3 / 5 页

101. CVPR 2024Bootstrapping Chest CT Image Understanding by Distilling Knowledge from X-ray Expert Models
102. CVPR 2024Building Optimal Neural Architectures using Interpretable Knowledge
103. CVPR 2024C2KD: Bridging the Modality Gap for Cross-Modal Knowledge Distillation
104. CVPR 2024Constrained Layout Generation with Factor Graphs
105. CVPR 2024Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities
106. CVPR 2024CRKD: Enhanced Camera-Radar Object Detection with Cross-modality Knowledge Distillation
107. CVPR 2024CrossKD: Cross-Head Knowledge Distillation for Object Detection
108. CVPR 2024De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts
109. CVPR 2024Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identification
110. CVPR 2024Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis
111. CVPR 2024FlashAvatar: High-fidelity Head Avatar with Efficient Gaussian Embedding
112. CVPR 2024FreeKD: Knowledge Distillation via Semantic Frequency Prompt
113. CVPR 2024From Pixels to Graphs: Open-Vocabulary Scene Graph Generation with Vision-Language Models
114. CVPR 2024Generalizing 6-DoF Grasp Detection via Domain Prior Knowledge
115. CVPR 2024Generating Handwritten Mathematical Expressions From Symbol Graphs: An End-to-End Pipeline
116. CVPR 2024GraphDreamer: Compositional 3D Scene Synthesis from Scene Graphs
117. CVPR 2024HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph Generation
118. CVPR 2024Implicit Discriminative Knowledge Learning for Visible-Infrared Person Re-Identification
119. CVPR 2024Improving Out-of-Distribution Generalization in Graphs via Hierarchical Semantic Environments
120. CVPR 2024Incorporating Geo-Diverse Knowledge into Prompting for Increased Geographical Robustness in Object Recognition
121. CVPR 2024Instance-level Expert Knowledge and Aggregate Discriminative Attention for Radiology Report Generation
122. CVPR 2024KD-DETR: Knowledge Distillation for Detection Transformer with Consistent Distillation Points Sampling
123. CVPR 2024KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
124. CVPR 2024Learning Intra-view and Cross-view Geometric Knowledge for Stereo Matching
125. CVPR 2024Learning to Visually Localize Sound Sources from Mixtures without Prior Source Knowledge
126. CVPR 2024LION: Empowering Multimodal Large Language Model with Dual-Level Visual Knowledge
127. CVPR 2024Locally Adaptive Neural 3D Morphable Models
128. CVPR 2024Logit Standardization in Knowledge Distillation
129. CVPR 2024Low-Rank Knowledge Decomposition for Medical Foundation Models
130. CVPR 2024MLIP: Enhancing Medical Visual Representation with Divergence Encoder and Knowledge-guided Contrastive Learning
131. CVPR 2024Multi-Level Neural Scene Graphs for Dynamic Urban Environments
132. CVPR 2024Open3DSG: Open-Vocabulary 3D Scene Graphs from Point Clouds with Queryable Objects and Open-Set Relationships
133. CVPR 2024Overcoming Generic Knowledge Loss with Selective Parameter Update
134. CVPR 2024Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-end Oriented Object Detection with Single Point Supervision
135. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
136. CVPR 2024RadarDistill: Boosting Radar-based Object Detection Performance via Knowledge Distillation from LiDAR Features
137. CVPR 2024SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks
138. CVPR 2024SignGraph: A Sign Sequence is Worth Graphs of Nodes
139. CVPR 2024Small Scale Data-Free Knowledge Distillation
140. CVPR 2024SOK-Bench: A Situated Video Reasoning Benchmark with Aligned Open-World Knowledge
141. CVPR 2024Taming the Tail in Class-Conditional GANs: Knowledge Sharing via Unconditional Training at Lower Resolutions
142. CVPR 2024Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge
143. CVPR 2024VkD: Improving Knowledge Distillation using Orthogonal Projections
144. CVPR 2024Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos
145. CVPR 20233D Spatial Multimodal Knowledge Accumulation for Scene Graph Prediction in Point Cloud
146. CVPR 2023A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
147. CVPR 2023A-Cap: Anticipation Captioning With Commonsense Knowledge
148. CVPR 2023Advancing Visual Grounding With Scene Knowledge: Benchmark and Method
149. CVPR 2023AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning
150. CVPR 2023BASiS: Batch Aligned Spectral Embedding Space

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。