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 516 篇，第 9 / 11 页

  1. NeurIPS 2024SIRIUS : Contexual Sparisty with Correction for Efficient LLMs
  2. NeurIPS 2024Spatio-Spectral Graph Neural Networks
  3. NeurIPS 2024Spectral Graph Pruning Against Over-Squashing and Over-Smoothing
  4. NeurIPS 2024Spiking Graph Neural Network on Riemannian Manifolds
  5. NeurIPS 2024STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases
  6. NeurIPS 2024State Space Models on Temporal Graphs: A First-Principles Study
  7. NeurIPS 2024Strategic Littlestone Dimension: Improved Bounds on Online Strategic Classification
  8. NeurIPS 2024Suitable is the Best: Task-Oriented Knowledge Fusion in Vulnerability Detection
  9. NeurIPS 2024Supra-Laplacian Encoding for Transformer on Dynamic Graphs
  10. NeurIPS 2024Tackling Uncertain Correspondences for Multi-Modal Entity Alignment
  11. NeurIPS 2024TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs
  12. NeurIPS 2024Text2NKG: Fine-Grained N-ary Relation Extraction for N-ary relational Knowledge Graph Construction
  13. NeurIPS 2024TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs
  14. NeurIPS 2024Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge Integration
  15. NeurIPS 2024Towards Dynamic Message Passing on Graphs
  16. NeurIPS 2024Towards Principled Graph Transformers
  17. NeurIPS 2024Towards the Dynamics of a DNN Learning Symbolic Interactions
  18. NeurIPS 2024Towards Unified Multimodal Editing with Enhanced Knowledge Collaboration
  19. NeurIPS 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning
  20. NeurIPS 2024Transductive Learning is Compact
  21. NeurIPS 2024Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models
  22. NeurIPS 2024UGC: Universal Graph Coarsening
  23. NeurIPS 2024UKnow: A Unified Knowledge Protocol with Multimodal Knowledge Graph Datasets for Reasoning and Vision-Language Pre-Training
  24. NeurIPS 2024Unified Graph Augmentations for Generalized Contrastive Learning on Graphs
  25. NeurIPS 2024Unifying Generation and Prediction on Graphs with Latent Graph Diffusion
  26. NeurIPS 2024Unifying Homophily and Heterophily for Spectral Graph Neural Networks via Triple Filter Ensembles
  27. NeurIPS 2024Unitary Convolutions for Learning on Graphs and Groups
  28. NeurIPS 2024UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction
  29. NeurIPS 2024Using Time-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs
  30. NeurIPS 2024VeXKD: The Versatile Integration of Cross-Modal Fusion and Knowledge Distillation for 3D Perception
  31. NeurIPS 2024Visual Data Diagnosis and Debiasing with Concept Graphs
  32. NeurIPS 2024VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark
  33. NeurIPS 2024Wasserstein Distance Rivals Kullback-Leibler Divergence for Knowledge Distillation
  34. NeurIPS 2024WebUOT-1M: Advancing Deep Underwater Object Tracking with A Million-Scale Benchmark
  35. NeurIPS 2024Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning
  36. NeurIPS 2024What do Graph Neural Networks learn? Insights from Tropical Geometry
  37. NeurIPS 2024WikiContradict: A Benchmark for Evaluating LLMs on Real-World Knowledge Conflicts from Wikipedia
  38. NeurIPS 2024WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models
  39. NeurIPS 2024WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
  40. NeurIPS 2024xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology
  41. NeurIPS 2023A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking
  42. NeurIPS 2023A Fractional Graph Laplacian Approach to Oversmoothing
  43. NeurIPS 2023A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs
  44. NeurIPS 2023A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs
  45. NeurIPS 2023Accelerating Molecular Graph Neural Networks via Knowledge Distillation
  46. NeurIPS 2023Act As You Wish: Fine-Grained Control of Motion Diffusion Model with Hierarchical Semantic Graphs
  47. NeurIPS 2023Adapting Neural Link Predictors for Data-Efficient Complex Query Answering
  48. NeurIPS 2023Bayesian Optimisation of Functions on Graphs
  49. NeurIPS 2023Better with Less: A Data-Active Perspective on Pre-Training Graph Neural Networks
  50. NeurIPS 2023Calibrate and Boost Logical Expressiveness of GNN Over Multi-Relational and Temporal Graphs

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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