小样本学习论文趋势 2023–2026

元学习与小样本

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 898 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

小样本学习论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202376564079251
202464383781220
202568363564203
202651385679224

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

全部小样本学习论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 302 篇，第 5 / 7 页

  1. CVPR 2024Referring Expression Counting
  2. CVPR 2024Rethinking Few-shot 3D Point Cloud Semantic Segmentation
  3. CVPR 2024Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation
  4. CVPR 2024Retraining-Free Model Quantization via One-Shot Weight-Coupling Learning
  5. CVPR 2024SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation
  6. CVPR 2024Simple Semantic-Aided Few-Shot Learning
  7. CVPR 2024SingularTrajectory: Universal Trajectory Predictor Using Diffusion Model
  8. CVPR 2024SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation
  9. CVPR 2024Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts
  10. CVPR 2024Towards Generalizing to Unseen Domains with Few Labels
  11. CVPR 2024Transcriptomics-guided Slide Representation Learning in Computational Pathology
  12. CVPR 2024Transductive Zero-Shot and Few-Shot CLIP
  13. CVPR 2024Troika: Multi-Path Cross-Modal Traction for Compositional Zero-Shot Learning
  14. CVPR 2024Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors
  15. CVPR 2024URHand: Universal Relightable Hands
  16. CVPR 2024Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach
  17. CVPR 2024Vlogger: Make Your Dream A Vlog
  18. CVPR 2024VOODOO 3D: Volumetric Portrait Disentanglement For One-Shot 3D Head Reenactment
  19. CVPR 2024Z*: Zero-shot Style Transfer via Attention Reweighting
  20. CVPR 2024ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting
  21. CVPR 2024Zero-Shot Structure-Preserving Diffusion Model for High Dynamic Range Tone Mapping
  22. CVPR 2024Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention Graph in Pre-Trained Transformers
  23. CVPR 2024ZeroShape: Regression-based Zero-shot Shape Reconstruction
  24. CVPR 2023(ML)$^2$P-Encoder: On Exploration of Channel-Class Correlation for Multi-Label Zero-Shot Learning
  25. CVPR 2023A Meta-Learning Approach to Predicting Performance and Data Requirements
  26. CVPR 2023A Strong Baseline for Generalized Few-Shot Semantic Segmentation
  27. CVPR 2023Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition
  28. CVPR 2023AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection
  29. CVPR 2023Bi-Directional Distribution Alignment for Transductive Zero-Shot Learning
  30. CVPR 2023Bi-Level Meta-Learning for Few-Shot Domain Generalization
  31. CVPR 2023BlendFields: Few-Shot Example-Driven Facial Modeling
  32. CVPR 2023Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization
  33. CVPR 2023CF-Font: Content Fusion for Few-Shot Font Generation
  34. CVPR 2023Decomposed Soft Prompt Guided Fusion Enhancing for Compositional Zero-Shot Learning
  35. CVPR 2023DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection
  36. CVPR 2023Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation
  37. CVPR 2023Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation
  38. CVPR 2023Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation
  39. CVPR 2023Few-Shot Geometry-Aware Keypoint Localization
  40. CVPR 2023Few-Shot Learning With Visual Distribution Calibration and Cross-Modal Distribution Alignment
  41. CVPR 2023Few-Shot Non-Line-of-Sight Imaging With Signal-Surface Collaborative Regularization
  42. CVPR 2023Few-Shot Referring Relationships in Videos
  43. CVPR 2023Few-Shot Semantic Image Synthesis With Class Affinity Transfer
  44. CVPR 2023Finetune Like You Pretrain: Improved Finetuning of Zero-Shot Vision Models
  45. CVPR 2023FreeNeRF: Improving Few-Shot Neural Rendering With Free Frequency Regularization
  46. CVPR 2023From Images to Textual Prompts: Zero-Shot Visual Question Answering With Frozen Large Language Models
  47. CVPR 2023Generating Features With Increased Crop-Related Diversity for Few-Shot Object Detection
  48. CVPR 2023GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task
  49. CVPR 2023Glocal Energy-Based Learning for Few-Shot Open-Set Recognition
  50. CVPR 2023Hard Sample Matters a Lot in Zero-Shot Quantization

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 查小样本学习在 CVPR 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": "few-shot-learning"}

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小样本学习论文？
共 898 篇，按年份分别是 2023 年 251 篇、2024 年 220 篇、2025 年 203 篇、2026 年 224 篇。
NeurIPS 2026 有多少篇小样本学习论文？
NeurIPS 2026 有 51 篇小样本学习论文，上一届是 68 篇。
ICLR 2026 有多少篇小样本学习论文？
ICLR 2026 有 38 篇小样本学习论文，上一届是 36 篇。
ICML 2026 有多少篇小样本学习论文？
ICML 2026 有 56 篇小样本学习论文，上一届是 35 篇。
CVPR 2026 有多少篇小样本学习论文？
CVPR 2026 有 79 篇小样本学习论文，上一届是 64 篇。
哪个会议的小样本学习论文最多？
CVPR，2023–2026 年共 303 篇。

「元学习与迁移」下的其他主题