Knowledge Graphs papers, 2023–2026

Key findings

• Knowledge Graphs went from 287 papers in 2023 to 536 in 2026, roughly 1.9x in three years.
• ICLR publishes the most Knowledge Graphs work: 571 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 17 in 2023 to 93 in 2026.
• Among the 5 topics under Graph and Structured Data, it ranks #2 by 2026 paper count; the fastest grower in the group, Time Series, is up 3.2x versus 1.9x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Knowledge Graphs papers

426 papers, page 1 of 9

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

FAQ

How many Knowledge Graphs papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

1,715 in total: 287 in 2023, 426 in 2024, 466 in 2025, 536 in 2026.

How many Knowledge Graphs papers are at NeurIPS 2026?

NeurIPS 2026 has 133 Knowledge Graphs papers, versus 154 the year before.

How many Knowledge Graphs papers are at ICLR 2026?

ICLR 2026 has 201 Knowledge Graphs papers, versus 172 the year before.

How many Knowledge Graphs papers are at ICML 2026?

ICML 2026 has 149 Knowledge Graphs papers, versus 99 the year before.

How many Knowledge Graphs papers are at CVPR 2026?

CVPR 2026 has 53 Knowledge Graphs papers, versus 41 the year before.

Which conference publishes the most Knowledge Graphs papers?

ICLR, with 571 papers from 2023 to 2026.