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

41 papers, page 1 of 1

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?

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.