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 270 篇，第 5 / 6 页

  1. NeurIPS 2025Equilibrium Policy Generalization: A Reinforcement Learning Framework for Cross-Graph Zero-Shot Generalization in Pursuit-Evasion Games
  2. NeurIPS 2025Evolving and Regularizing Meta-Environment Learner for Fine-Grained Few-Shot Class-Incremental Learning
  3. NeurIPS 2025Flex-Judge: Text-Only Reasoning Unleashes Zero-Shot Multimodal Evaluators
  4. NeurIPS 2025FlowRefiner: A Robust Traffic Classification Framework against Label Noise
  5. NeurIPS 2025From Contextual Combinatorial Semi-Bandits to Bandit List Classification: Improved Sample Complexity with Sparse Rewards
  6. NeurIPS 2025Fuse2Match: Training-Free Fusion of Flow, Diffusion, and Contrastive Models for Zero-Shot Semantic Matching
  7. NeurIPS 2025Hierarchical Demonstration Order Optimization for Many-shot In-Context Learning
  8. NeurIPS 2025How to Learn a Star: Binary Classification with Starshaped Polyhedral Sets
  9. NeurIPS 2025IA-GGAD: Zero-shot Generalist Graph Anomaly Detection via Invariant and Affinity Learning
  10. NeurIPS 2025iFinder: Structured Zero-Shot Vision-Based LLM Grounding for Dash-Cam Video Reasoning
  11. NeurIPS 2025Impact of Dataset Properties on Membership Inference Vulnerability of Deep Transfer Learning
  12. NeurIPS 2025Improved Balanced Classification with Theoretically Grounded Loss Functions
  13. NeurIPS 2025In-Context Learning of Stochastic Differential Equations with Foundation Inference Models
  14. NeurIPS 2025Incremental Sequence Classification with Temporal Consistency
  15. NeurIPS 2025InvFusion: Bridging Supervised and Zero-shot Diffusion for Inverse Problems
  16. NeurIPS 2025Learning from Reward-Free Offline Data: A Case for Planning with Latent Dynamics Models
  17. NeurIPS 2025MAPLE: Multi-scale Attribute-enhanced Prompt Learning for Few-shot Whole Slide Image Classification
  18. NeurIPS 2025MonarchAttention: Zero-Shot Conversion to Fast, Hardware-Aware Structured Attention
  19. NeurIPS 2025MoonCast: High-Quality Zero-Shot Podcast Generation
  20. NeurIPS 2025Multiclass Loss Geometry Matters for Generalization of Gradient Descent in Separable Classification
  21. NeurIPS 2025Multitask Learning with Stochastic Interpolants
  22. NeurIPS 2025Optimism Without Regularization: Constant Regret in Zero-Sum Games
  23. NeurIPS 2025ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation
  24. NeurIPS 2025Parameter-Free Hypergraph Neural Network for Few-Shot Node Classification
  25. NeurIPS 2025PLANA3R: Zero-shot Metric Planar 3D Reconstruction via Feed-forward Planar Splatting
  26. NeurIPS 2025Preference-driven Knowledge Distillation for Few-shot Node Classification
  27. NeurIPS 2025QuanDA: Quantile-Based Discriminant Analysis for High-Dimensional Imbalanced Classification
  28. NeurIPS 2025RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Chest X-ray with Zero-Shot Multi-Task Capability
  29. NeurIPS 2025RaySt3R: Predicting Novel Depth Maps for Zero-Shot Object Completion
  30. NeurIPS 2025Representation-Level Counterfactual Calibration for Debiased Zero-Shot Recognition
  31. NeurIPS 2025Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues
  32. NeurIPS 2025Rethinking Approximate Gaussian Inference in Classification
  33. NeurIPS 2025Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion
  34. NeurIPS 2025RLZero: Direct Policy Inference from Language Without In-Domain Supervision
  35. NeurIPS 2025Robust Minimax Boosting with Performance Guarantees
  36. NeurIPS 2025Semantic Surgery: Zero-Shot Concept Erasure in Diffusion Models
  37. NeurIPS 2025SGN: Shifted Window-Based Hierarchical Variable Grouping for Multivariate Time Series Classification
  38. NeurIPS 2025ShapeX: Shapelet-Driven Post Hoc Explanations for Time Series Classification Models
  39. NeurIPS 2025SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding
  40. NeurIPS 2025SPiDR: A Simple Approach for Zero-Shot Safety in Sim-to-Real Transfer
  41. NeurIPS 2025Split conformal classification with unsupervised calibration
  42. NeurIPS 2025SuperCLIP: CLIP with Simple Classification Supervision
  43. NeurIPS 2025Support Vector Generation: Kernelizing Large Language Models for Efficient Zero‑Shot NLP
  44. NeurIPS 2025Taming generative video models for zero-shot optical flow extraction
  45. NeurIPS 2025Test-Time Spectrum-Aware Latent Steering for Zero-Shot Generalization in Vision-Language Models
  46. NeurIPS 2025TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning
  47. NeurIPS 2025TOMCAT: Test-time Comprehensive Knowledge Accumulation for Compositional Zero-Shot Learning
  48. NeurIPS 2025Towards Robust Zero-Shot Reinforcement Learning
  49. NeurIPS 2025Transformers are almost optimal metalearners for linear classification
  50. NeurIPS 2025Tree-Guided Diffusion Planner

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。

「开放词汇视觉」下的其他主题