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

1,715 papers, page 30 of 35

1451. CVPR 2023HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics
1452. CVPR 2023Image Quality-Aware Diagnosis via Meta-Knowledge Co-Embedding
1453. CVPR 2023Improving Commonsense in Vision-Language Models via Knowledge Graph Riddles
1454. CVPR 2023Incremental 3D Semantic Scene Graph Prediction From RGB Sequences
1455. CVPR 2023Incrementer: Transformer for Class-Incremental Semantic Segmentation With Knowledge Distillation Focusing on Old Class
1456. CVPR 2023itKD: Interchange Transfer-Based Knowledge Distillation for 3D Object Detection
1457. CVPR 2023KERM: Knowledge Enhanced Reasoning for Vision-and-Language Navigation
1458. CVPR 2023KiUT: Knowledge-Injected U-Transformer for Radiology Report Generation
1459. CVPR 2023Knowledge Combination To Learn Rotated Detection Without Rotated Annotation
1460. CVPR 2023Knowledge Distillation for 6D Pose Estimation by Aligning Distributions of Local Predictions
1461. CVPR 2023Learning and Aggregating Lane Graphs for Urban Automated Driving
1462. CVPR 2023Learning Customized Visual Models With Retrieval-Augmented Knowledge
1463. CVPR 2023Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement
1464. CVPR 2023Learning Situation Hyper-Graphs for Video Question Answering
1465. CVPR 2023Learning To Exploit the Sequence-Specific Prior Knowledge for Image Processing Pipelines Optimization
1466. CVPR 2023Learning To Retain While Acquiring: Combating Distribution-Shift in Adversarial Data-Free Knowledge Distillation
1467. CVPR 2023Learning Transferable Spatiotemporal Representations From Natural Script Knowledge
1468. CVPR 2023Local 3D Editing via 3D Distillation of CLIP Knowledge
1469. CVPR 2023Long-Tailed Visual Recognition via Self-Heterogeneous Integration With Knowledge Excavation
1470. CVPR 2023Masked Autoencoders Enable Efficient Knowledge Distillers
1471. CVPR 2023MEDIC: Remove Model Backdoors via Importance Driven Cloning
1472. CVPR 2023Multi-Granularity Archaeological Dating of Chinese Bronze Dings Based on a Knowledge-Guided Relation Graph
1473. CVPR 2023Multi-Mode Online Knowledge Distillation for Self-Supervised Visual Representation Learning
1474. CVPR 2023Partial Network Cloning
1475. CVPR 2023Probabilistic Debiasing of Scene Graphs
1476. CVPR 2023Probabilistic Knowledge Distillation of Face Ensembles
1477. CVPR 2023Prompting Large Language Models With Answer Heuristics for Knowledge-Based Visual Question Answering
1478. CVPR 2023Rethinking Feature-Based Knowledge Distillation for Face Recognition
1479. CVPR 2023REVEAL: Retrieval-Augmented Visual-Language Pre-Training With Multi-Source Multimodal Knowledge Memory
1480. CVPR 2023ScaleKD: Distilling Scale-Aware Knowledge in Small Object Detector
1481. CVPR 2023Self-Supervised Learning From Images With a Joint-Embedding Predictive Architecture
1482. CVPR 2023Sequential Training of GANs Against GAN-Classifiers Reveals Correlated "Knowledge Gaps" Present Among Independently Trained GAN Instances
1483. CVPR 2023SmartAssign: Learning a Smart Knowledge Assignment Strategy for Deraining and Desnowing
1484. CVPR 2023StructVPR: Distill Structural Knowledge With Weighting Samples for Visual Place Recognition
1485. CVPR 2023Text With Knowledge Graph Augmented Transformer for Video Captioning
1486. CVPR 2023Transfer Knowledge From Head to Tail: Uncertainty Calibration Under Long-Tailed Distribution
1487. CVPR 2023UniDistill: A Universal Cross-Modality Knowledge Distillation Framework for 3D Object Detection in Bird's-Eye View
1488. CVPR 2023Weak-Shot Object Detection Through Mutual Knowledge Transfer
1489. CVPR 2023X3KD: Knowledge Distillation Across Modalities, Tasks and Stages for Multi-Camera 3D Object Detection
1490. ICLR 2023A Differential Geometric View and Explainability of GNN on Evolving Graphs
1491. ICLR 2023A Graph Neural Network Approach to Automated Model Building in Cryo-EM Maps
1492. ICLR 2023A Non-Asymptotic Analysis of Oversmoothing in Graph Neural Networks
1493. ICLR 2023AutoTransfer: AutoML with Knowledge Transfer - An Application to Graph Neural Networks
1494. ICLR 2023Better Teacher Better Student: Dynamic Prior Knowledge for Knowledge Distillation
1495. ICLR 2023Boosting the Cycle Counting Power of Graph Neural Networks with I$^2$-GNNs
1496. ICLR 2023Characterizing the Influence of Graph Elements
1497. ICLR 2023Composing Task Knowledge With Modular Successor Feature Approximators
1498. ICLR 2023Confidence-Based Feature Imputation for Graphs with Partially Known Features
1499. ICLR 2023Confidential-PROFITT: Confidential PROof of FaIr Training of Trees
1500. ICLR 2023Dataless Knowledge Fusion by Merging Weights of Language Models

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.