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 53 篇，第 1 / 2 页

  1. CVPR 2026A Faster Path to Continual Learning
  2. CVPR 2026A Unified Framework for Knowledge Transfer in Bidirectional Model Scaling
  3. CVPR 2026ADSeeker A Knowledge-Grounded Reasoning Framework for Industry Anomaly Detection and
  4. CVPR 2026Aesthetic Camera Viewpoint Suggestion with 3D Aesthetic Field
  5. CVPR 2026Any2Any 3D Diffusion Models with Knowledge Transfer A Radiotherapy Planning
  6. CVPR 2026Batman Benign Knowledge Alignment Through Malicious Null Space in Federated
  7. CVPR 2026Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression
  8. CVPR 2026Can We Build Scene Graphs Not Classify Them FlowSG Progressive
  9. CVPR 2026CC-VQA Conflict- and Correlation-Aware Method for Mitigating Knowledge Conflict in
  10. CVPR 2026ConsisVLA-4D Advancing Spatiotemporal Consistency in Efficient 3D-Perception and 4D-Reasoning for
  11. CVPR 2026CRIT Graph-Based Automatic Data Synthesis to Enhance Cross-Modal Multi-Hop Reasoning
  12. CVPR 2026Cross-Slice Knowledge Transfer via Masked Multi-Modal Heterogeneous Graph Contrastive Learning
  13. CVPR 2026Deciphering Genotype-Phenotype Mechanisms from High-Content Profiling via Knowledge-Guided Multi-modal Graph
  14. CVPR 2026Diffusion MRI Transformer with a Diffusion Space Rotary Positional Embedding
  15. CVPR 2026DiGraphHal-Bench Evaluating Multimodal Large Language Models on Complex Directed Graphs
  16. CVPR 2026Distilling Balanced Knowledge from a Biased Teacher
  17. CVPR 2026DiT-Distill Open-Set Fine-Grained Retrieval via Generative Curriculum Knowledge
  18. CVPR 2026DK-DDIL Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical
  19. CVPR 2026Dynamic Magic Unleashing Restricted Knowledge for Lifelong Person Re-Identification
  20. CVPR 2026FedSDR Federated Graph Learning with Structural Noise Detection and Reconstruction
  21. CVPR 2026FINE Factorizing Knowledge for Initialization of Variable-sized Diffusion Models
  22. CVPR 2026FunFact Building Probabilistic Functional 3D Scene Graphs via Factor-Graph Reasoning
  23. CVPR 2026Gamba Mamba-based graph convolutional network with dynamic graph topology learning
  24. CVPR 2026Graph-to-Frame RAG Visual-Space Knowledge Fusion for Training-Free and Auditable Video
  25. CVPR 2026Graph2Eval Automatic Multimodal Task Generation for Agents via Knowledge Graphs
  26. CVPR 2026Hg-I2P Bridging Modalities for Generalizable Image-to-Point-Cloud Registration via Heterogeneous Graphs
  27. CVPR 2026IEBGLAn Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and
  28. CVPR 2026KnowVal A Knowledge-Augmented and Value-Guided Autonomous Driving System
  29. CVPR 2026Large-scale Robust Enhanced Ensemble Clustering via Outlier Decoupling
  30. CVPR 2026Learning from Oblivion Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting
  31. CVPR 2026Learning Scene Coordinate Reconstruction from Unposed Images via Pose Graph
  32. CVPR 2026LIFT and PLACE A Simple Stable and Effective Knowledge Distillation
  33. CVPR 2026M3KG-RAG Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation
  34. CVPR 2026Mario Multimodal Graph Reasoning with Large Language Models
  35. CVPR 2026MatSpray Fusing 2D Material World Knowledge on 3D Geometry
  36. CVPR 2026Momentum Memory for Knowledge Distillation in Computational Pathology
  37. CVPR 2026Physically Ground Commonsense Knowledge for Articulated Object Manipulation with Analytic
  38. CVPR 2026Quantum-Gated Task-interaction Knowledge Distillation for Pre-trained Model-based Class-Incremental Learning
  39. CVPR 2026Rethinking Knowledge Transfer in Image Quality Assessment A Perceptual Preference
  40. CVPR 2026Seeing as Experts Do A Knowledge-Augmented Agent for Open-Set Fine-Grained
  41. CVPR 2026SelecTKD Selective Token-Weighted Knowledge Distillation for LLMs
  42. CVPR 2026Solvability of the Viewing Graph Under the Affine Camera Model
  43. CVPR 2026SPARK Sim-ready Part-level Articulated Reconstruction with VLM Knowledge
  44. CVPR 2026StaR-KVQA Structured Reasoning Traces for Implicit-Knowledge Visual Question Answering
  45. CVPR 2026Stealing Split Learning Bottom Models by Recovering Embedding Geometry
  46. CVPR 2026Streamlined Knowledge Distillation
  47. CVPR 2026The Universal Normal Embedding
  48. CVPR 2026Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models
  49. CVPR 2026UniVerse Empower Unified Generation with Reasoning and Knowledge
  50. CVPR 2026Unlocking 3D Affordance Segmentation with 2D Semantic Knowledge

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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