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 26 / 35 页

  1. ICML 2024Position: Why We Must Rethink Empirical Research in Machine Learning
  2. ICML 2024Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning
  3. ICML 2024QBMK: Quantum-based Matching Kernels for Un-attributed Graphs
  4. ICML 2024Rethinking Momentum Knowledge Distillation in Online Continual Learning
  5. ICML 2024Revisit the Essence of Distilling Knowledge through Calibration
  6. ICML 2024Robust Graph Matching when Nodes are Corrupt
  7. ICML 2024S3GCL: Spectral, Swift, Spatial Graph Contrastive Learning
  8. ICML 2024Scene Graph Generation Strategy with Co-occurrence Knowledge and Learnable Term Frequency
  9. ICML 2024Semantically-correlated memories in a dense associative model
  10. ICML 2024SF-DQN: Provable Knowledge Transfer using Successor Feature for Deep Reinforcement Learning
  11. ICML 2024SiBBlInGS: Similarity-driven Building-Block Inference using Graphs across States
  12. ICML 2024Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs
  13. ICML 2024SLOG: An Inductive Spectral Graph Neural Network Beyond Polynomial Filter
  14. ICML 2024Stochastic Bandits with ReLU Neural Networks
  15. ICML 2024Sub-token ViT Embedding via Stochastic Resonance Transformers
  16. ICML 2024Subgraphormer: Unifying Subgraph GNNs and Graph Transformers via Graph Products
  17. ICML 2024Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning
  18. ICML 2024The Expressive Power of Path-Based Graph Neural Networks
  19. ICML 2024Transferring Knowledge From Large Foundation Models to Small Downstream Models
  20. ICML 2024Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness
  21. ICML 2024Uncertainty for Active Learning on Graphs
  22. ICML 2024Understanding Finetuning for Factual Knowledge Extraction
  23. ICML 2024Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation
  24. ICML 2024Weisfeiler-Leman at the margin: When more expressivity matters
  25. ICML 2024WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
  26. NeurIPS 2024$\textit{Trans-LoRA}$: towards data-free Transferable Parameter Efficient Finetuning
  27. NeurIPS 2024$\texttt{ConflictBank}$: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLMs
  28. NeurIPS 2024A Foundation Model for Zero-shot Logical Query Reasoning
  29. NeurIPS 2024A hierarchical decomposition for explaining ML performance discrepancies
  30. NeurIPS 2024A Local Method for Satisfying Interventional Fairness with Partially Known Causal Graphs
  31. NeurIPS 2024A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning
  32. NeurIPS 2024A Structure-Aware Framework for Learning Device Placements on Computation Graphs
  33. NeurIPS 2024Achieving Domain-Independent Certified Robustness via Knowledge Continuity
  34. NeurIPS 2024Adversarial Moment-Matching Distillation of Large Language Models
  35. NeurIPS 2024Almost Surely Asymptotically Constant Graph Neural Networks
  36. NeurIPS 2024AMOR: A Recipe for Building Adaptable Modular Knowledge Agents Through Process Feedback
  37. NeurIPS 2024Bayesian Optimization of Functions over Node Subsets in Graphs
  38. NeurIPS 2024Benchmarking Structural Inference Methods for Interacting Dynamical Systems with Synthetic Data
  39. NeurIPS 2024BLEnD: A Benchmark for LLMs on Everyday Knowledge in Diverse Cultures and Languages
  40. NeurIPS 2024Boosting Graph Pooling with Persistent Homology
  41. NeurIPS 2024Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and Models
  42. NeurIPS 2024Challenges of Generating Structurally Diverse Graphs
  43. NeurIPS 2024CIFD: Controlled Information Flow to Enhance Knowledge Distillation
  44. NeurIPS 2024Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention
  45. NeurIPS 2024Clustering then Propagation: Select Better Anchors for Knowledge Graph Embedding
  46. NeurIPS 2024Co-occurrence is not Factual Association in Language Models
  47. NeurIPS 2024Compact Language Models via Pruning and Knowledge Distillation
  48. NeurIPS 2024ConceptFactory: Facilitate 3D Object Knowledge Annotation with Object Conceptualization
  49. NeurIPS 2024Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model
  50. NeurIPS 2024Continuous Product Graph Neural Networks

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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