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 571 篇，第 6 / 12 页

  1. ICLR 2025GNNs Getting ComFy: Community and Feature Similarity Guided Rewiring
  2. ICLR 2025GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks
  3. ICLR 2025GOttack: Universal Adversarial Attacks on Graph Neural Networks via Graph Orbits Learning
  4. ICLR 2025Grammar Reinforcement Learning: path and cycle counting in graphs with a Context-Free Grammar and Transformer approach
  5. ICLR 2025Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective
  6. ICLR 2025Graph Neural Networks Can (Often) Count Substructures
  7. ICLR 2025Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance
  8. ICLR 2025Graph Neural Ricci Flow: Evolving Feature from a Curvature Perspective
  9. ICLR 2025Graph Sparsification via Mixture of Graphs
  10. ICLR 2025Graph Transformers Dream of Electric Flow
  11. ICLR 2025GraphArena: Evaluating and Exploring Large Language Models on Graph Computation
  12. ICLR 2025GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation
  13. ICLR 2025GraphRouter: A Graph-based Router for LLM Selections
  14. ICLR 2025Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention
  15. ICLR 2025Grounding Continuous Representations in Geometry: Equivariant Neural Fields
  16. ICLR 2025Gyrogroup Batch Normalization
  17. ICLR 2025HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
  18. ICLR 2025Higher-Order Graphon Neural Networks: Approximation and Cut Distance
  19. ICLR 2025Homomorphism Counts as Structural Encodings for Graph Learning
  20. ICLR 2025Homomorphism Expressivity of Spectral Invariant Graph Neural Networks
  21. ICLR 2025How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings
  22. ICLR 2025Improving Equivariant Networks with Probabilistic Symmetry Breaking
  23. ICLR 2025Improving Graph Neural Networks by Learning Continuous Edge Directions
  24. ICLR 2025Improving Neural Network Accuracy by Concurrently Training with a Twin Network
  25. ICLR 2025In-Context Editing: Learning Knowledge from Self-Induced Distributions
  26. ICLR 2025INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge
  27. ICLR 2025INFER: A Neural-symbolic Model For Extrapolation Reasoning on Temporal Knowledge Graph
  28. ICLR 2025Is uniform expressivity too restrictive? Towards efficient expressivity of GNNs
  29. ICLR 2025Joint Graph Rewiring and Feature Denoising via Spectral Resonance
  30. ICLR 2025KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks
  31. ICLR 2025KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models
  32. ICLR 2025KBLaM: Knowledge Base augmented Language Model
  33. ICLR 2025KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA
  34. ICLR 2025Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition
  35. ICLR 2025Knowledge Graph Finetuning Enhances Knowledge Manipulation in Large Language Models
  36. ICLR 2025Knowledge Localization: Mission Not Accomplished? Enter Query Localization!
  37. ICLR 2025KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks
  38. ICLR 2025Large Scale Knowledge Washing
  39. ICLR 2025LASER: A Neuro-Symbolic Framework for Learning Spatio-Temporal Scene Graphs with Weak Supervision
  40. ICLR 2025Learnable Expansion of Graph Operators for Multi-Modal Feature Fusion
  41. ICLR 2025Learning Efficient Positional Encodings with Graph Neural Networks
  42. ICLR 2025Learning Graph Invariance by Harnessing Spuriosity
  43. ICLR 2025Learning Graph Quantized Tokenizers
  44. ICLR 2025Learning Long Range Dependencies on Graphs via Random Walks
  45. ICLR 2025Learning Partial Graph Matching via Optimal Partial Transport
  46. ICLR 2025Learning Structured Representations by Embedding Class Hierarchy with Fast Optimal Transport
  47. ICLR 2025Let Your Features Tell The Differences: Understanding Graph Convolution By Feature Splitting
  48. ICLR 2025Linear Transformer Topological Masking with Graph Random Features
  49. ICLR 2025LLM-based Typed Hyperresolution for Commonsense Reasoning with Knowledge Bases
  50. ICLR 2025Logical Consistency of Large Language Models in Fact-Checking

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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