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 29 / 35 页

  1. NeurIPS 2024TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs
  2. NeurIPS 2024Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge Integration
  3. NeurIPS 2024Towards Dynamic Message Passing on Graphs
  4. NeurIPS 2024Towards Principled Graph Transformers
  5. NeurIPS 2024Towards the Dynamics of a DNN Learning Symbolic Interactions
  6. NeurIPS 2024Towards Unified Multimodal Editing with Enhanced Knowledge Collaboration
  7. NeurIPS 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning
  8. NeurIPS 2024Transductive Learning is Compact
  9. NeurIPS 2024Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models
  10. NeurIPS 2024UGC: Universal Graph Coarsening
  11. NeurIPS 2024UKnow: A Unified Knowledge Protocol with Multimodal Knowledge Graph Datasets for Reasoning and Vision-Language Pre-Training
  12. NeurIPS 2024Unified Graph Augmentations for Generalized Contrastive Learning on Graphs
  13. NeurIPS 2024Unifying Generation and Prediction on Graphs with Latent Graph Diffusion
  14. NeurIPS 2024Unifying Homophily and Heterophily for Spectral Graph Neural Networks via Triple Filter Ensembles
  15. NeurIPS 2024Unitary Convolutions for Learning on Graphs and Groups
  16. NeurIPS 2024UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction
  17. NeurIPS 2024Using Time-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs
  18. NeurIPS 2024VeXKD: The Versatile Integration of Cross-Modal Fusion and Knowledge Distillation for 3D Perception
  19. NeurIPS 2024Visual Data Diagnosis and Debiasing with Concept Graphs
  20. NeurIPS 2024VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark
  21. NeurIPS 2024Wasserstein Distance Rivals Kullback-Leibler Divergence for Knowledge Distillation
  22. NeurIPS 2024WebUOT-1M: Advancing Deep Underwater Object Tracking with A Million-Scale Benchmark
  23. NeurIPS 2024Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning
  24. NeurIPS 2024What do Graph Neural Networks learn? Insights from Tropical Geometry
  25. NeurIPS 2024WikiContradict: A Benchmark for Evaluating LLMs on Real-World Knowledge Conflicts from Wikipedia
  26. NeurIPS 2024WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models
  27. NeurIPS 2024WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
  28. NeurIPS 2024xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology
  29. CVPR 20233D Spatial Multimodal Knowledge Accumulation for Scene Graph Prediction in Point Cloud
  30. CVPR 2023A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
  31. CVPR 2023A-Cap: Anticipation Captioning With Commonsense Knowledge
  32. CVPR 2023Advancing Visual Grounding With Scene Knowledge: Benchmark and Method
  33. CVPR 2023AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning
  34. CVPR 2023BASiS: Batch Aligned Spectral Embedding Space
  35. CVPR 2023CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
  36. CVPR 2023Class Attention Transfer Based Knowledge Distillation
  37. CVPR 2023Conjugate Product Graphs for Globally Optimal 2D-3D Shape Matching
  38. CVPR 2023Constructing Deep Spiking Neural Networks From Artificial Neural Networks With Knowledge Distillation
  39. CVPR 2023DaFKD: Domain-Aware Federated Knowledge Distillation
  40. CVPR 2023Data-Free Knowledge Distillation via Feature Exchange and Activation Region Constraint
  41. CVPR 2023Decoupling Learning and Remembering: A Bilevel Memory Framework With Knowledge Projection for Task-Incremental Learning
  42. CVPR 2023Deep Graph Reprogramming
  43. CVPR 2023Distilling Focal Knowledge From Imperfect Expert for 3D Object Detection
  44. CVPR 2023DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning
  45. CVPR 2023EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets
  46. CVPR 2023ERM-KTP: Knowledge-Level Machine Unlearning via Knowledge Transfer
  47. CVPR 2023FJMP: Factorized Joint Multi-Agent Motion Prediction Over Learned Directed Acyclic Interaction Graphs
  48. CVPR 2023From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm
  49. CVPR 2023Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation
  50. CVPR 2023HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models

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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