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 201 篇，第 4 / 5 页

  1. ICLR 2026ProofFlow: A Dependency Graph Approach to Faithful Proof Autoformalization
  2. ICLR 2026Proper Velocity Neural Networks
  3. ICLR 2026Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees
  4. ICLR 2026Query-Specific Causal Graph Pruning Under Tiered Knowledge
  5. ICLR 2026R4: Nested Reasoning-Retrieval for Reward Modeling in Role-Playing Agents
  6. ICLR 2026RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation
  7. ICLR 2026RefTool: Reference-Guided Tool Creation for Knowledge-Intensive Reasoning
  8. ICLR 2026Rejuvenating Cross-Entropy Loss in Knowledge Distillation for Recommender Systems
  9. ICLR 2026Relational Graph Transformer
  10. ICLR 2026Relatron: Automating Relational Machine Learning over Relational Databases
  11. ICLR 2026Remaining-data-free Machine Unlearning by Suppressing Sample Contribution
  12. ICLR 2026Rethinking the Gold Standard: Why Discrete Curvature Fails to Fully Capture Over-squashing in GNNs?
  13. ICLR 2026Revisting Node Affinity Prediction In Temporal Graphs
  14. ICLR 2026SAGA: Structural Aggregation Guided Alignment with Dynamic View and Neighborhood Order Selection for Multiview Graph Domain Adaptation
  15. ICLR 2026SC-Arena: A Natural Language Benchmark for Single-Cell Reasoning with Knowledge-Augmented Evaluation
  16. ICLR 2026Scaling Knowledge Editing in LLMs to 100,000 Facts with Neural KV Database
  17. ICLR 2026Selective Rotary Position Embedding
  18. ICLR 2026Self-Consistency Improves the Trustworthiness of Self-Interpretable GNNs
  19. ICLR 2026SGD-Based Knowledge Distillation with Bayesian Teachers: Theory and Guidelines
  20. ICLR 2026Sheaves Reloaded: A Direction Awakening
  21. ICLR 2026Silent Leaks: Implicit Knowledge Extraction Attack on RAG Systems
  22. ICLR 2026SOSBENCH: Benchmarking Safety Alignment on Scientific Knowledge
  23. ICLR 2026Spectral-guided Physical Dynamics Distillation
  24. ICLR 2026STAR: Similarity-guided Teacher-Assisted Refinement for Super-Tiny Function Calling Models
  25. ICLR 2026STEM: SCALING TRANSFORMERS WITH EMBEDDING MODULES
  26. ICLR 2026Structurally Human, Semantically Biased: Detecting LLM-Generated References with Embeddings and GNNs
  27. ICLR 2026TangleScore: Tangle-Guided Purge and Imprint for Unstructured Knowledge Editing
  28. ICLR 2026Temporal Geometry of Deep Networks: Hyperbolic Representations of Training Dynamics for Intrinsic Explainability
  29. ICLR 2026Temporal Graph Thumbnail: Robust Representation Learning with Global Evolutionary Skeleton
  30. ICLR 2026TGM: A Modular and Efficient Library for Machine Learning on Temporal Graphs
  31. ICLR 2026The Logical Expressiveness of Topological Neural Networks
  32. ICLR 2026The Natural Geometry of Code: Hyperbolic Representation Learning for Program Reasoning
  33. ICLR 2026The Quest for Efficient Reasoning: A Data-Centric Benchmark to CoT Distillation
  34. ICLR 2026Theoretical Guarantees for Causal Discovery on Large Random Graphs
  35. ICLR 2026TiTok: Transfer Token-level Knowledge via Contrastive Excess to Transplant LoRA
  36. ICLR 2026TopoFormer: Topology Meets Attention for Graph Learning
  37. ICLR 2026Topological Anomaly Quantification for Semi-supervised Graph Anomaly Detection
  38. ICLR 2026Topology of Reasoning: Retrieved Cell Complex-Augmented Generation for Textual Graph Question Answering
  39. ICLR 2026Towards Improved Sentence Representations using Token Graphs
  40. ICLR 2026Towards Improvisational TAMP: Learning Low-Level Shortcuts in Abstract Planning Graphs
  41. ICLR 2026Towards Quantifying Long-Range Interactions in Graph Machine Learning: a Large Graph Dataset and a Measurement
  42. ICLR 2026Tracing and Reversing Edits in LLMs
  43. ICLR 2026Two (narrow) heads are better than (an arbitrarily wide) one
  44. ICLR 2026UrbanGraph: Physics-Informed Spatio-Temporal Dynamic Heterogeneous Graphs for Urban Microclimate Prediction
  45. ICLR 2026Verifying Chain-of-Thought Reasoning via Its Computational Graph
  46. ICLR 2026VoG: Enhancing LLM Reasoning through Stepwise Verification on Knowledge Graphs
  47. ICLR 2026WATS: Wavelet-Aware Temperature Scaling for Reliable Graph Neural Networks
  48. ICLR 2026When Silence Is Golden: Can LLMs Learn to Abstain in Temporal QA and Beyond?
  49. ICLR 2026When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation
  50. ICLR 2026Why Reinforcement Fine-Tuning Enables MLLMs Preserve Prior Knowledge Better: A Data Perspective

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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