图神经网络论文趋势 2023–2026

GNN 架构

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,038 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

图神经网络论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023251699618434
20248945686208
202575458112213
202674286813183

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

全部图神经网络论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 49 篇，第 1 / 1 页

  1. CVPR 2026Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization
  2. CVPR 2026BrickNet Graph-Backed Generative Brick Assembly
  3. CVPR 2026Dual Graph Regularized Deep Unfolding Network for Guided Depth Map
  4. CVPR 2026FedSST Rethinking Fair Federated Graph Learning under Structural Shift
  5. CVPR 2026Gamba Mamba-based graph convolutional network with dynamic graph topology learning
  6. CVPR 2026Global-Aware Edge Prioritization for Pose Graph Initialization
  7. CVPR 2026GraPHFormer A Multimodal Graph Persistent Homology Transformer for the Analysis
  8. CVPR 2026GSNR Graph Smooth Null-Space Representation for Inverse Problems
  9. CVPR 2026Learning Scene Coordinate Reconstruction from Unposed Images via Pose Graph
  10. CVPR 2026R2G A Multi-View Circuit Graph Benchmark Suite from RTL to
  11. CVPR 2026Solvability of the Viewing Graph Under the Affine Camera Model
  12. CVPR 2026Variational Graph-based Normal Integration
  13. CVPR 2026Virtual Nodes Guided Dynamic Graph Neural Network for Brain Tumor
  14. CVPR 2025Attribute-Missing Multi-view Graph Clustering
  15. CVPR 2025Coeff-Tuning: A Graph Filter Subspace View for Tuning Attention-Based Large Models
  16. CVPR 2025Consistent Normal Orientation for 3D Point Clouds via Least Squares on Delaunay Graph
  17. CVPR 2025Deterministic Certification of Graph Neural Networks against Graph Poisoning Attacks with Arbitrary Perturbations
  18. CVPR 2025End-to-End HOI Reconstruction Transformer with Graph-based Encoding
  19. CVPR 2025FedSPA: Generalizable Federated Graph Learning under Homophily Heterogeneity
  20. CVPR 2025GG-SSMs: Graph-Generating State Space Models
  21. CVPR 2025GLane3D: Detecting Lanes with Graph of 3D Keypoints
  22. CVPR 2025MERGE: Multi-faceted Hierarchical Graph-based GNN for Gene Expression Prediction from Whole Slide Histopathology Images
  23. CVPR 2025Mosaic of Modalities: A Comprehensive Benchmark for Multimodal Graph Learning
  24. CVPR 2025NN-Former: Rethinking Graph Structure in Neural Architecture Representation
  25. CVPR 2025Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping
  26. CVPR 2024Adaptive Hyper-graph Aggregation for Modality-Agnostic Federated Learning
  27. CVPR 2024DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D Reassembly
  28. CVPR 2024FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer
  29. CVPR 2024GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs
  30. CVPR 2024HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models
  31. CVPR 2024Learning Structure-from-Motion with Graph Attention Networks
  32. CVPR 2023Adaptive Graph Convolutional Subspace Clustering
  33. CVPR 2023Adversarially Robust Neural Architecture Search for Graph Neural Networks
  34. CVPR 2023An Actor-Centric Causality Graph for Asynchronous Temporal Inference in Group Activity
  35. CVPR 2023Deep Graph Reprogramming
  36. CVPR 2023Deep Graph-Based Spatial Consistency for Robust Non-Rigid Point Cloud Registration
  37. CVPR 2023Deep Learning of Partial Graph Matching via Differentiable Top-K
  38. CVPR 2023Dynamic Graph Enhanced Contrastive Learning for Chest X-Ray Report Generation
  39. CVPR 2023High Fidelity 3D Hand Shape Reconstruction via Scalable Graph Frequency Decomposition
  40. CVPR 2023Highly Confident Local Structure Based Consensus Graph Learning for Incomplete Multi-View Clustering
  41. CVPR 2023Incremental 3D Semantic Scene Graph Prediction From RGB Sequences
  42. CVPR 2023Mind the Label Shift of Augmentation-Based Graph OOD Generalization
  43. CVPR 2023Robust 3D Shape Classification via Non-Local Graph Attention Network
  44. CVPR 2023Sample-Level Multi-View Graph Clustering
  45. CVPR 2023TopDiG: Class-Agnostic Topological Directional Graph Extraction From Remote Sensing Images
  46. CVPR 2023Transductive Few-Shot Learning With Prototype-Based Label Propagation by Iterative Graph Refinement
  47. CVPR 2023TranSG: Transformer-Based Skeleton Graph Prototype Contrastive Learning With Structure-Trajectory Prompted Reconstruction for Person Re-Identification
  48. CVPR 2023Turning Strengths Into Weaknesses: A Certified Robustness Inspired Attack Framework Against Graph Neural Networks
  49. CVPR 2023VectorFloorSeg: Two-Stream Graph Attention Network for Vectorized Roughcast Floorplan Segmentation

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 查图神经网络在 NeurIPS 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": "graph-neural-networks-topic"}

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图神经网络论文？
共 1,038 篇，按年份分别是 2023 年 434 篇、2024 年 208 篇、2025 年 213 篇、2026 年 183 篇。
NeurIPS 2026 有多少篇图神经网络论文？
NeurIPS 2026 有 74 篇图神经网络论文，上一届是 75 篇。
ICLR 2026 有多少篇图神经网络论文？
ICLR 2026 有 28 篇图神经网络论文，上一届是 45 篇。
ICML 2026 有多少篇图神经网络论文？
ICML 2026 有 68 篇图神经网络论文，上一届是 81 篇。
CVPR 2026 有多少篇图神经网络论文？
CVPR 2026 有 13 篇图神经网络论文，上一届是 12 篇。
哪个会议的图神经网络论文最多？
NeurIPS，2023–2026 年共 489 篇。

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