知识图谱论文趋势 2023–2026

图谱嵌入与推理

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,715 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

知识图谱论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202376787261287
202415312010350426
20251541729941466
202613320114953536

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部知识图谱论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 1,715 篇，第 13 / 35 页

  1. ICLR 2025CollabEdit: Towards Non-destructive Collaborative Knowledge Editing
  2. ICLR 2025ContextGNN: Beyond Two-Tower Recommendation Systems
  3. ICLR 2025Contextualizing biological perturbation experiments through language
  4. ICLR 2025Coreset Spectral Clustering
  5. ICLR 2025Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic Graphs
  6. ICLR 2025Decoupled Subgraph Federated Learning
  7. ICLR 2025Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing
  8. ICLR 2025DistillHGNN: A Knowledge Distillation Approach for High-Speed Hypergraph Neural Networks
  9. ICLR 2025Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models
  10. ICLR 2025DUALFormer: Dual Graph Transformer
  11. ICLR 2025E(n) Equivariant Topological Neural Networks
  12. ICLR 2025Edge Prompt Tuning for Graph Neural Networks
  13. ICLR 2025Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models
  14. ICLR 2025Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models
  15. ICLR 2025Exact Certification of (Graph) Neural Networks Against Label Poisoning
  16. ICLR 2025Explanations of GNN on Evolving Graphs via Axiomatic Layer edges
  17. ICLR 2025Fourier Sliced-Wasserstein Embedding for Multisets and Measures
  18. ICLR 2025From an LLM Swarm to a PDDL-empowered Hive: Planning Self-executed Instructions in a Multi-modal Jungle
  19. ICLR 2025From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks
  20. ICLR 2025From Models to Microtheories: Distilling a Model's Topical Knowledge for Grounded Question-Answering
  21. ICLR 2025Fully-inductive Node Classification on Arbitrary Graphs
  22. ICLR 2025Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs
  23. ICLR 2025Generalizing Weisfeiler-Lehman Kernels to Subgraphs
  24. ICLR 2025Generating Graphs via Spectral Diffusion
  25. ICLR 2025GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networks
  26. ICLR 2025GLoRa: A Benchmark to Evaluate the Ability to Learn Long-Range Dependencies in Graphs
  27. ICLR 2025GNNs Getting ComFy: Community and Feature Similarity Guided Rewiring
  28. ICLR 2025GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks
  29. ICLR 2025GOttack: Universal Adversarial Attacks on Graph Neural Networks via Graph Orbits Learning
  30. ICLR 2025Grammar Reinforcement Learning: path and cycle counting in graphs with a Context-Free Grammar and Transformer approach
  31. ICLR 2025Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective
  32. ICLR 2025Graph Neural Networks Can (Often) Count Substructures
  33. ICLR 2025Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance
  34. ICLR 2025Graph Neural Ricci Flow: Evolving Feature from a Curvature Perspective
  35. ICLR 2025Graph Sparsification via Mixture of Graphs
  36. ICLR 2025Graph Transformers Dream of Electric Flow
  37. ICLR 2025GraphArena: Evaluating and Exploring Large Language Models on Graph Computation
  38. ICLR 2025GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation
  39. ICLR 2025GraphRouter: A Graph-based Router for LLM Selections
  40. ICLR 2025Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention
  41. ICLR 2025Grounding Continuous Representations in Geometry: Equivariant Neural Fields
  42. ICLR 2025Gyrogroup Batch Normalization
  43. ICLR 2025HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
  44. ICLR 2025Higher-Order Graphon Neural Networks: Approximation and Cut Distance
  45. ICLR 2025Homomorphism Counts as Structural Encodings for Graph Learning
  46. ICLR 2025Homomorphism Expressivity of Spectral Invariant Graph Neural Networks
  47. ICLR 2025How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings
  48. ICLR 2025Improving Equivariant Networks with Probabilistic Symmetry Breaking
  49. ICLR 2025Improving Graph Neural Networks by Learning Continuous Edge Directions
  50. ICLR 2025Improving Neural Network Accuracy by Concurrently Training with a Twin Network

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查知识图谱在 ICLR 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "knowledge-graphs"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇知识图谱论文？
共 1,715 篇，按年份分别是 2023 年 287 篇、2024 年 426 篇、2025 年 466 篇、2026 年 536 篇。
NeurIPS 2026 有多少篇知识图谱论文？
NeurIPS 2026 有 133 篇知识图谱论文，上一届是 154 篇。
ICLR 2026 有多少篇知识图谱论文？
ICLR 2026 有 201 篇知识图谱论文，上一届是 172 篇。
ICML 2026 有多少篇知识图谱论文？
ICML 2026 有 149 篇知识图谱论文，上一届是 99 篇。
CVPR 2026 有多少篇知识图谱论文？
CVPR 2026 有 53 篇知识图谱论文，上一届是 41 篇。
哪个会议的知识图谱论文最多？
ICLR，2023–2026 年共 571 篇。

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