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 12 of 35

551. CVPR 2025Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning
552. CVPR 2025GRAPHGPT-O: Synergistic Multimodal Comprehension and Generation on Graphs
553. CVPR 2025GraphMimic: Graph-to-Graphs Generative Modeling from Videos for Policy Learning
554. CVPR 2025Incremental Object Keypoint Learning
555. CVPR 2025Knowledge Bridger: Towards Training-Free Missing Modality Completion
556. CVPR 2025Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning
557. CVPR 2025Learning to Filter Outlier Edges in Global SfM
558. CVPR 2025LineArt: A Knowledge-guided Training-free High-quality Appearance Transfer for Design Drawing with Diffusion Model
559. CVPR 2025MonoTAKD: Teaching Assistant Knowledge Distillation for Monocular 3D Object Detection
560. CVPR 2025MoVE-KD: Knowledge Distillation for VLMs with Mixture of Visual Encoders
561. CVPR 2025Notes-guided MLLM Reasoning: Enhancing MLLM with Knowledge and Visual Notes for Visual Question Answering
562. CVPR 2025Open-Vocabulary Functional 3D Scene Graphs for Real-World Indoor Spaces
563. CVPR 2025Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping
564. CVPR 2025Recover and Match: Open-Vocabulary Multi-Label Recognition through Knowledge-Constrained Optimal Transport
565. CVPR 2025Retaining Knowledge and Enhancing Long-Text Representations in CLIP through Dual-Teacher Distillation
566. CVPR 2025Robust Message Embedding via Attention Flow-Based Steganography
567. CVPR 2025Separation of Powers: On Segregating Knowledge from Observation in LLM-enabled Knowledge-based Visual Question Answering
568. CVPR 2025Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding
569. CVPR 2025Simplification Is All You Need against Out-of-Distribution Overconfidence
570. CVPR 2025Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks
571. CVPR 2025Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights
572. CVPR 2025U-Know-DiffPAN: An Uncertainty-aware Knowledge Distillation Diffusion Framework with Details Enhancement for PAN-Sharpening
573. CVPR 2025Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter
574. CVPR 2025Using Powerful Prior Knowledge of Diffusion Model in Deep Unfolding Networks for Image Compressive Sensing
575. CVPR 2025VideoWorld: Exploring Knowledge Learning from Unlabeled Videos
576. CVPR 2025VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding
577. CVPR 2025What Makes a Good Dataset for Knowledge Distillation?
578. ICLR 2025$\mathbb{X}$-Sample Contrastive Loss: Improving Contrastive Learning with Sample Similarity Graphs
579. ICLR 2025$R^2$-Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning
580. ICLR 2025A Graph Enhanced Symbolic Discovery Framework For Efficient Logic Optimization
581. ICLR 2025A Large-scale Training Paradigm for Graph Generative Models
582. ICLR 2025A Theoretically-Principled Sparse, Connected, and Rigid Graph Representation of Molecules
583. ICLR 2025Accelerating Training with Neuron Interaction and Nowcasting Networks
584. ICLR 2025Accurate and Scalable Graph Neural Networks via Message Invariance
585. ICLR 2025AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models
586. ICLR 2025Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data?
587. ICLR 2025AugKD: Ingenious Augmentations Empower Knowledge Distillation for Image Super-Resolution
588. ICLR 2025BANGS: Game-theoretic Node Selection for Graph Self-Training
589. ICLR 2025Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?
590. ICLR 2025Beyond Random Masking: When Dropout meets Graph Convolutional Networks
591. ICLR 2025Biologically Plausible Brain Graph Transformer
592. ICLR 2025Bonsai: Gradient-free Graph Condensation for Node Classification
593. ICLR 2025BrainOOD: Out-of-distribution Generalizable Brain Network Analysis
594. ICLR 2025Bundle Neural Network for message diffusion on graphs
595. ICLR 2025Can Knowledge Editing Really Correct Hallucinations?
596. ICLR 2025Capability Localization: Capabilities Can be Localized rather than Individual Knowledge
597. ICLR 2025Centrality-guided Pre-training for Graph
598. ICLR 2025Charting the Design Space of Neural Graph Representations for Subgraph Matching
599. ICLR 2025ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains
600. ICLR 2025Clique Number Estimation via Differentiable Functions of Adjacency Matrix Permutations

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.