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 9 / 12 页

  1. ICLR 2024Encoding Unitig-level Assembly Graphs with Heterophilous Constraints for Metagenomic Contigs Binning
  2. ICLR 2024Extending Power of Nature from Binary to Real-Valued Graph Learning in Real World
  3. ICLR 2024Faithful Rule Extraction for Differentiable Rule Learning Models
  4. ICLR 2024Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model
  5. ICLR 2024Forward Learning of Graph Neural Networks
  6. ICLR 2024FreeDyG: Frequency Enhanced Continuous-Time Dynamic Graph Model for Link Prediction
  7. ICLR 2024From Graphs to Hypergraphs: Hypergraph Projection and its Reconstruction
  8. ICLR 2024From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module
  9. ICLR 2024General Graph Random Features
  10. ICLR 2024GeoLLM: Extracting Geospatial Knowledge from Large Language Models
  11. ICLR 2024GNNBoundary: Towards Explaining Graph Neural Networks through the Lens of Decision Boundaries
  12. ICLR 2024Graph Lottery Ticket Automated
  13. ICLR 2024Graph Metanetworks for Processing Diverse Neural Architectures
  14. ICLR 2024Graph Neural Networks for Learning Equivariant Representations of Neural Networks
  15. ICLR 2024Graph Parsing Networks
  16. ICLR 2024GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs
  17. ICLR 2024Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning
  18. ICLR 2024HoloNets: Spectral Convolutions do extend to Directed Graphs
  19. ICLR 2024Hybrid Directional Graph Neural Network for Molecules
  20. ICLR 2024InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes
  21. ICLR 2024Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach
  22. ICLR 2024Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models
  23. ICLR 2024Knowledge Distillation Based on Transformed Teacher Matching
  24. ICLR 2024Knowledge Fusion of Large Language Models
  25. ICLR 2024KoLA: Carefully Benchmarking World Knowledge of Large Language Models
  26. ICLR 2024KW-Design: Pushing the Limit of Protein Design via Knowledge Refinement
  27. ICLR 2024Label-free Node Classification on Graphs with Large Language Models (LLMs)
  28. ICLR 2024Latent 3D Graph Diffusion
  29. ICLR 2024Learning Adaptive Multiresolution Transforms via Meta-Framelet-based Graph Convolutional Network
  30. ICLR 2024Learning From Simplicial Data Based on Random Walks and 1D Convolutions
  31. ICLR 2024Learning Large DAGs is Harder than you Think: Many Losses are Minimal for the Wrong DAG
  32. ICLR 2024Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge Graphs
  33. ICLR 2024Less or More From Teacher: Exploiting Trilateral Geometry For Knowledge Distillation
  34. ICLR 2024LightHGNN: Distilling Hypergraph Neural Networks into MLPs for 100x Faster Inference
  35. ICLR 2024Local Graph Clustering with Noisy Labels
  36. ICLR 2024Locality-Aware Graph Rewiring in GNNs
  37. ICLR 2024Manifold Diffusion Fields
  38. ICLR 2024MiniLLM: Knowledge Distillation of Large Language Models
  39. ICLR 2024Mirage: Model-agnostic Graph Distillation for Graph Classification
  40. ICLR 2024Mitigating Emergent Robustness Degradation while Scaling Graph Learning
  41. ICLR 2024Mixture of Weak and Strong Experts on Graphs
  42. ICLR 2024MMD Graph Kernel: Effective Metric Learning for Graphs via Maximum Mean Discrepancy
  43. ICLR 2024NetInfoF Framework: Measuring and Exploiting Network Usable Information
  44. ICLR 2024Neural Atoms: Propagating Long-range Interaction in Molecular Graphs through Efficient Communication Channel
  45. ICLR 2024Neural Common Neighbor with Completion for Link Prediction
  46. ICLR 2024Neural Snowflakes: Universal Latent Graph Inference via Trainable Latent Geometries
  47. ICLR 2024On the Markov Property of Neural Algorithmic Reasoning: Analyses and Methods
  48. ICLR 2024On the Power of the Weisfeiler-Leman Test for Graph Motif Parameters
  49. ICLR 2024On the Stability of Expressive Positional Encodings for Graphs
  50. ICLR 2024One For All: Towards Training One Graph Model For All Classification Tasks

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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