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

53 papers, page 1 of 2

1. CVPR 2026A Faster Path to Continual Learning
2. CVPR 2026A Unified Framework for Knowledge Transfer in Bidirectional Model Scaling
3. CVPR 2026ADSeeker A Knowledge-Grounded Reasoning Framework for Industry Anomaly Detection and
4. CVPR 2026Aesthetic Camera Viewpoint Suggestion with 3D Aesthetic Field
5. CVPR 2026Any2Any 3D Diffusion Models with Knowledge Transfer A Radiotherapy Planning
6. CVPR 2026Batman Benign Knowledge Alignment Through Malicious Null Space in Federated
7. CVPR 2026Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression
8. CVPR 2026Can We Build Scene Graphs Not Classify Them FlowSG Progressive
9. CVPR 2026CC-VQA Conflict- and Correlation-Aware Method for Mitigating Knowledge Conflict in
10. CVPR 2026ConsisVLA-4D Advancing Spatiotemporal Consistency in Efficient 3D-Perception and 4D-Reasoning for
11. CVPR 2026CRIT Graph-Based Automatic Data Synthesis to Enhance Cross-Modal Multi-Hop Reasoning
12. CVPR 2026Cross-Slice Knowledge Transfer via Masked Multi-Modal Heterogeneous Graph Contrastive Learning
13. CVPR 2026Deciphering Genotype-Phenotype Mechanisms from High-Content Profiling via Knowledge-Guided Multi-modal Graph
14. CVPR 2026Diffusion MRI Transformer with a Diffusion Space Rotary Positional Embedding
15. CVPR 2026DiGraphHal-Bench Evaluating Multimodal Large Language Models on Complex Directed Graphs
16. CVPR 2026Distilling Balanced Knowledge from a Biased Teacher
17. CVPR 2026DiT-Distill Open-Set Fine-Grained Retrieval via Generative Curriculum Knowledge
18. CVPR 2026DK-DDIL Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical
19. CVPR 2026Dynamic Magic Unleashing Restricted Knowledge for Lifelong Person Re-Identification
20. CVPR 2026FedSDR Federated Graph Learning with Structural Noise Detection and Reconstruction
21. CVPR 2026FINE Factorizing Knowledge for Initialization of Variable-sized Diffusion Models
22. CVPR 2026FunFact Building Probabilistic Functional 3D Scene Graphs via Factor-Graph Reasoning
23. CVPR 2026Gamba Mamba-based graph convolutional network with dynamic graph topology learning
24. CVPR 2026Graph-to-Frame RAG Visual-Space Knowledge Fusion for Training-Free and Auditable Video
25. CVPR 2026Graph2Eval Automatic Multimodal Task Generation for Agents via Knowledge Graphs
26. CVPR 2026Hg-I2P Bridging Modalities for Generalizable Image-to-Point-Cloud Registration via Heterogeneous Graphs
27. CVPR 2026IEBGLAn Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and
28. CVPR 2026KnowVal A Knowledge-Augmented and Value-Guided Autonomous Driving System
29. CVPR 2026Large-scale Robust Enhanced Ensemble Clustering via Outlier Decoupling
30. CVPR 2026Learning from Oblivion Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting
31. CVPR 2026Learning Scene Coordinate Reconstruction from Unposed Images via Pose Graph
32. CVPR 2026LIFT and PLACE A Simple Stable and Effective Knowledge Distillation
33. CVPR 2026M3KG-RAG Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation
34. CVPR 2026Mario Multimodal Graph Reasoning with Large Language Models
35. CVPR 2026MatSpray Fusing 2D Material World Knowledge on 3D Geometry
36. CVPR 2026Momentum Memory for Knowledge Distillation in Computational Pathology
37. CVPR 2026Physically Ground Commonsense Knowledge for Articulated Object Manipulation with Analytic
38. CVPR 2026Quantum-Gated Task-interaction Knowledge Distillation for Pre-trained Model-based Class-Incremental Learning
39. CVPR 2026Rethinking Knowledge Transfer in Image Quality Assessment A Perceptual Preference
40. CVPR 2026Seeing as Experts Do A Knowledge-Augmented Agent for Open-Set Fine-Grained
41. CVPR 2026SelecTKD Selective Token-Weighted Knowledge Distillation for LLMs
42. CVPR 2026Solvability of the Viewing Graph Under the Affine Camera Model
43. CVPR 2026SPARK Sim-ready Part-level Articulated Reconstruction with VLM Knowledge
44. CVPR 2026StaR-KVQA Structured Reasoning Traces for Implicit-Knowledge Visual Question Answering
45. CVPR 2026Stealing Split Learning Bottom Models by Recovering Embedding Geometry
46. CVPR 2026Streamlined Knowledge Distillation
47. CVPR 2026The Universal Normal Embedding
48. CVPR 2026Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models
49. CVPR 2026UniVerse Empower Unified Generation with Reasoning and Knowledge
50. CVPR 2026Unlocking 3D Affordance Segmentation with 2D Semantic Knowledge

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.