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 14 of 35

651. ICLR 2025In-Context Editing: Learning Knowledge from Self-Induced Distributions
652. ICLR 2025INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge
653. ICLR 2025INFER: A Neural-symbolic Model For Extrapolation Reasoning on Temporal Knowledge Graph
654. ICLR 2025Is uniform expressivity too restrictive? Towards efficient expressivity of GNNs
655. ICLR 2025Joint Graph Rewiring and Feature Denoising via Spectral Resonance
656. ICLR 2025KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks
657. ICLR 2025KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models
658. ICLR 2025KBLaM: Knowledge Base augmented Language Model
659. ICLR 2025KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA
660. ICLR 2025Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition
661. ICLR 2025Knowledge Graph Finetuning Enhances Knowledge Manipulation in Large Language Models
662. ICLR 2025Knowledge Localization: Mission Not Accomplished? Enter Query Localization!
663. ICLR 2025KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks
664. ICLR 2025Large Scale Knowledge Washing
665. ICLR 2025LASER: A Neuro-Symbolic Framework for Learning Spatio-Temporal Scene Graphs with Weak Supervision
666. ICLR 2025Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion
667. ICLR 2025Learning Efficient Positional Encodings with Graph Neural Networks
668. ICLR 2025Learning Graph Invariance by Harnessing Spuriosity
669. ICLR 2025Learning Graph Quantized Tokenizers
670. ICLR 2025Learning Long Range Dependencies on Graphs via Random Walks
671. ICLR 2025Learning Partial Graph Matching via Optimal Partial Transport
672. ICLR 2025Learning Structured Representations by Embedding Class Hierarchy with Fast Optimal Transport
673. ICLR 2025Let Your Features Tell The Differences: Understanding Graph Convolution By Feature Splitting
674. ICLR 2025Linear Transformer Topological Masking with Graph Random Features
675. ICLR 2025LLM-based Typed Hyperresolution for Commonsense Reasoning with Knowledge Bases
676. ICLR 2025Logical Consistency of Large Language Models in Fact-Checking
677. ICLR 2025MaxCutPool: differentiable feature-aware Maxcut for pooling in graph neural networks
678. ICLR 2025Medium-Difficulty Samples Constitute Smoothed Decision Boundary for Knowledge Distillation on Pruned Datasets
679. ICLR 2025metabench - A Sparse Benchmark of Reasoning and Knowledge in Large Language Models
680. ICLR 2025MiniPLM: Knowledge Distillation for Pre-training Language Models
681. ICLR 2025MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge
682. ICLR 2025MQuAKE-Remastered: Multi-Hop Knowledge Editing Can Only Be Advanced with Reliable Evaluations
683. ICLR 2025Multi-Label Node Classification with Label Influence Propagation
684. ICLR 2025Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning
685. ICLR 2025N-ForGOT: Towards Not-forgetting and Generalization of Open Temporal Graph Learning
686. ICLR 2025Neural Spacetimes for DAG Representation Learning
687. ICLR 2025Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning
688. ICLR 2025Node-Time Conditional Prompt Learning in Dynamic Graphs
689. ICLR 2025On the Byzantine-Resilience of Distillation-Based Federated Learning
690. ICLR 2025On the Completeness of Invariant Geometric Deep Learning Models
691. ICLR 2025On the Expressive Power of Sparse Geometric MPNNs
692. ICLR 2025On the Hölder Stability of Multiset and Graph Neural Networks
693. ICLR 2025Open-Set Graph Anomaly Detection via Normal Structure Regularisation
694. ICLR 2025Physics of Language Models: Part 3.2, Knowledge Manipulation
695. ICLR 2025Point-based Instance Completion with Scene Constraints
696. ICLR 2025PolyhedronNet: Representation Learning for Polyhedra with Surface-attributed Graph
697. ICLR 2025Precedence-Constrained Winter Value for Effective Graph Data Valuation
698. ICLR 2025Precise Localization of Memories: A Fine-grained Neuron-level Knowledge Editing Technique for LLMs
699. ICLR 2025Quality Measures for Dynamic Graph Generative Models
700. ICLR 2025Query-based Knowledge Transfer for Heterogeneous Learning Environments

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.