零样本分类论文趋势 2023–2026

零样本识别

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 992 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

零样本分类论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202346552874203
202482455184262
202586564979270
202668446481257

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

全部零样本分类论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 282 篇，第 3 / 6 页

  1. NeurIPS 2025MAPLE: Multi-scale Attribute-enhanced Prompt Learning for Few-shot Whole Slide Image Classification
  2. NeurIPS 2025MonarchAttention: Zero-Shot Conversion to Fast, Hardware-Aware Structured Attention
  3. NeurIPS 2025MoonCast: High-Quality Zero-Shot Podcast Generation
  4. NeurIPS 2025Multiclass Loss Geometry Matters for Generalization of Gradient Descent in Separable Classification
  5. NeurIPS 2025Multitask Learning with Stochastic Interpolants
  6. NeurIPS 2025Optimism Without Regularization: Constant Regret in Zero-Sum Games
  7. NeurIPS 2025ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation
  8. NeurIPS 2025Parameter-Free Hypergraph Neural Network for Few-Shot Node Classification
  9. NeurIPS 2025PLANA3R: Zero-shot Metric Planar 3D Reconstruction via Feed-forward Planar Splatting
  10. NeurIPS 2025Preference-driven Knowledge Distillation for Few-shot Node Classification
  11. NeurIPS 2025QuanDA: Quantile-Based Discriminant Analysis for High-Dimensional Imbalanced Classification
  12. NeurIPS 2025RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Chest X-ray with Zero-Shot Multi-Task Capability
  13. NeurIPS 2025RaySt3R: Predicting Novel Depth Maps for Zero-Shot Object Completion
  14. NeurIPS 2025Representation-Level Counterfactual Calibration for Debiased Zero-Shot Recognition
  15. NeurIPS 2025Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues
  16. NeurIPS 2025Rethinking Approximate Gaussian Inference in Classification
  17. NeurIPS 2025Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion
  18. NeurIPS 2025RLZero: Direct Policy Inference from Language Without In-Domain Supervision
  19. NeurIPS 2025Robust Minimax Boosting with Performance Guarantees
  20. NeurIPS 2025Semantic Surgery: Zero-Shot Concept Erasure in Diffusion Models
  21. NeurIPS 2025SGN: Shifted Window-Based Hierarchical Variable Grouping for Multivariate Time Series Classification
  22. NeurIPS 2025ShapeX: Shapelet-Driven Post Hoc Explanations for Time Series Classification Models
  23. NeurIPS 2025SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding
  24. NeurIPS 2025SPiDR: A Simple Approach for Zero-Shot Safety in Sim-to-Real Transfer
  25. NeurIPS 2025Split conformal classification with unsupervised calibration
  26. NeurIPS 2025SuperCLIP: CLIP with Simple Classification Supervision
  27. NeurIPS 2025Support Vector Generation: Kernelizing Large Language Models for Efficient Zero‑Shot NLP
  28. NeurIPS 2025Taming generative video models for zero-shot optical flow extraction
  29. NeurIPS 2025Test-Time Spectrum-Aware Latent Steering for Zero-Shot Generalization in Vision-Language Models
  30. NeurIPS 2025TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning
  31. NeurIPS 2025TOMCAT: Test-time Comprehensive Knowledge Accumulation for Compositional Zero-Shot Learning
  32. NeurIPS 2025Towards Robust Zero-Shot Reinforcement Learning
  33. NeurIPS 2025Transformers are almost optimal metalearners for linear classification
  34. NeurIPS 2025Tree-Guided Diffusion Planner
  35. NeurIPS 2025True Zero-Shot Inference of Dynamical Systems Preserving Long-Term Statistics
  36. NeurIPS 2025TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster
  37. NeurIPS 2025UniGTE: Unified Graph–Text Encoding for Zero-Shot Generalization across Graph Tasks and Domains
  38. NeurIPS 2025Unlabeled Data Improves Fine-Grained Image Zero-shot Classification with Multimodal LLMs
  39. NeurIPS 2025Unleashing the Potential of Multimodal LLMs for Zero-Shot Spatio-Temporal Video Grounding
  40. NeurIPS 2025Visual Diversity and Region-aware Prompt Learning for Zero-shot HOI Detection
  41. NeurIPS 2025Word-Level Emotional Expression Control in Zero-Shot Text-to-Speech Synthesis
  42. NeurIPS 2025Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals
  43. NeurIPS 2025ZEBRA: Towards Zero-Shot Cross-Subject Generalization for Universal Brain Visual Decoding
  44. NeurIPS 2025Zero-Shot Blind-Spot Image Denoising via Cross-Scale Non-Local Pixel Refilling
  45. NeurIPS 2025Zero-Shot Context Generalization in Reinforcement Learning from Few Training Contexts
  46. NeurIPS 2025Zero-shot Denoising via Neural Compression: Theoretical and algorithmic framework
  47. NeurIPS 2025Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model
  48. NeurIPS 2025Zero-Shot Performance Prediction for Probabilistic Scaling Laws
  49. NeurIPS 2025Zero-shot protein stability prediction by inverse folding models: a free energy interpretation
  50. NeurIPS 2025Zero-Shot Trajectory Planning for Signal Temporal Logic Tasks

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 查零样本分类在 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": "zero-shot-classification"}

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零样本分类论文？
共 992 篇，按年份分别是 2023 年 203 篇、2024 年 262 篇、2025 年 270 篇、2026 年 257 篇。
NeurIPS 2026 有多少篇零样本分类论文？
NeurIPS 2026 有 68 篇零样本分类论文，上一届是 86 篇。
ICLR 2026 有多少篇零样本分类论文？
ICLR 2026 有 44 篇零样本分类论文，上一届是 56 篇。
ICML 2026 有多少篇零样本分类论文？
ICML 2026 有 64 篇零样本分类论文，上一届是 49 篇。
CVPR 2026 有多少篇零样本分类论文？
CVPR 2026 有 81 篇零样本分类论文，上一届是 79 篇。
哪个会议的零样本分类论文最多？
CVPR，2023–2026 年共 318 篇。

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