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 897 篇，第 6 / 18 页

  1. CVPR 2025Hyperspectral Pansharpening via Diffusion Models with Iteratively Zero-Shot Guidance
  2. CVPR 2025ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning
  3. CVPR 2025InsTaG: Learning Personalized 3D Talking Head from Few-Second Video
  4. CVPR 2025Logits DeConfusion with CLIP for Few-Shot Learning
  5. CVPR 2025LoRA Recycle: Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAs
  6. CVPR 2025MobilePortrait: Real-Time One-Shot Neural Head Avatars on Mobile Devices
  7. CVPR 2025MVSAnywhere: Zero-Shot Multi-View Stereo
  8. CVPR 2025One-shot 3D Object Canonicalization based on Geometric and Semantic Consistency
  9. CVPR 2025OnlineAnySeg: Online Zero-Shot 3D Segmentation by Visual Foundation Model Guided 2D Mask Merging
  10. CVPR 2025ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models
  11. CVPR 2025Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning
  12. CVPR 2025Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages
  13. CVPR 2025Robust 3D Shape Reconstruction in Zero-Shot from a Single Image in the Wild
  14. CVPR 2025SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance Segmentation
  15. CVPR 2025SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning
  16. CVPR 2025Single Domain Generalization for Few-Shot Counting via Universal Representation Matching
  17. CVPR 2025Stereo Anywhere: Robust Zero-Shot Deep Stereo Matching Even Where Either Stereo or Mono Fail
  18. CVPR 2025Synthetic Prior for Few-Shot Drivable Head Avatar Inversion
  19. CVPR 2025TailedCore: Few-Shot Sampling for Unsupervised Long-Tail Noisy Anomaly Detection
  20. CVPR 2025TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition
  21. CVPR 2025Task-Specific Gradient Adaptation for Few-Shot One-Class Classification
  22. CVPR 2025Temporal Alignment-Free Video Matching for Few-shot Action Recognition
  23. CVPR 2025Text Augmented Correlation Transformer For Few-shot Classification & Segmentation
  24. CVPR 2025The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation
  25. CVPR 2025Token Cropr: Faster ViTs for Quite a Few Tasks
  26. CVPR 2025Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning
  27. CVPR 2025Twinner: Shining Light on Digital Twins in a Few Snaps
  28. CVPR 2025UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
  29. CVPR 2025UniGoal: Towards Universal Zero-shot Goal-oriented Navigation
  30. CVPR 2025UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection
  31. CVPR 2025Unleashing In-context Learning of Autoregressive Models for Few-shot Image Manipulation
  32. CVPR 2025Visual and Semantic Prompt Collaboration for Generalized Zero-Shot Learning
  33. CVPR 2025Z-Magic: Zero-shot Multiple Attributes Guided Image Creator
  34. CVPR 2025Zero-shot 3D Question Answering via Voxel-based Dynamic Token Compression
  35. CVPR 2025Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond)
  36. CVPR 2025Zero-Shot Monocular Scene Flow Estimation in the Wild
  37. CVPR 2025ZeroGrasp: Zero-Shot Shape Reconstruction Enabled Robotic Grasping
  38. ICLR 2025Aligning Language Models with Demonstrated Feedback
  39. ICLR 2025Black Sheep in the Herd: Playing with Spuriously Correlated Attributes for Vision-Language Recognition
  40. ICLR 2025CapeX: Category-Agnostic Pose Estimation from Textual Point Explanation
  41. ICLR 2025Dist Loss: Enhancing Regression in Few-Shot Region through Distribution Distance Constraint
  42. ICLR 2025Divergence-enhanced Knowledge-guided Context Optimization for Visual-Language Prompt Tuning
  43. ICLR 2025Efficient and Context-Aware Label Propagation for Zero-/Few-Shot Training-Free Adaptation of Vision-Language Model
  44. ICLR 2025Emergence of meta-stable clustering in mean-field transformer models
  45. ICLR 2025Federated Few-Shot Class-Incremental Learning
  46. ICLR 2025FedTMOS: Efficient One-Shot Federated Learning with Tsetlin Machine
  47. ICLR 2025From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation
  48. ICLR 2025Intermediate Layer Classifiers for OOD generalization
  49. ICLR 2025Large (Vision) Language Models are Unsupervised In-Context Learners
  50. ICLR 2025Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation

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。

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