零样本分类论文趋势 2023–2026

主要结论

• 零样本分类论文从 2023 年的 203 篇增长到 2026 年的 257 篇，三年间扩大到约 1.3 倍。
• CVPR 是发零样本分类论文最多的会议，2023–2026 年共 318 篇，占四个会议总量的 32%。
• 交叉方向里涨得最快的是强化学习：同时属于两个主题的论文从 2023 年的 7 篇增至 2026 年的 22 篇。
• 在「开放词汇视觉」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的视觉定位是 4.3 倍，零样本分类是 1.3 倍。

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

• NeurIPS 2026A Minimal Interpretable Architecture for Zero-Shot Reconstruction of Dynamical Systems
• ICML 2026Beyond Rational Illusion: Behaviorally Realistic Strategic Classification
• ICLR 2026Boomerang Distillation Enables Zero-Shot Model Size Interpolation
• CVPR 2026AG-VAS Anchor-Guided Zero-Shot Visual Anomaly Segmentation with Large Multimodal Models
• NeurIPS 2025\(\varepsilon\)-Optimally Solving Two-Player Zero-Sum POSGs
• ICML 2025A Classification View on Meta Learning Bandits
• ICLR 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification
• CVPR 2025AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP
• NeurIPS 2024BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity
• ICML 2024Agent Instructs Large Language Models to be General Zero-Shot Reasoners
• ICLR 2024AutoCast++: Enhancing World Event Prediction with Zero-shot Ranking-based Context Retrieval
• CVPR 2024Depth-aware Test-Time Training for Zero-shot Video Object Segmentation
• NeurIPS 2023Black-box Backdoor Defense via Zero-shot Image Purification
• ICML 2023A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models
• ICLR 2023Benign Overfitting in Classification: Provably Counter Label Noise with Larger Models
• CVPR 2023(ML)$^2$P-Encoder: On Exploration of Channel-Class Correlation for Multi-Label Zero-Shot Learning
• NeurIPS 2026Align3D-AD: Cross-Modal Feature Alignment and Dual-Prompt Learning for Zero-shot 3D Anomaly Detection
• ICML 2026Calibrating Uncertainty for Zero-Shot Adversarial CLIP
• ICLR 2026Decoupling Primitive with Experts: Dynamic Feature Alignment for Compositional Zero-Shot Learning
• CVPR 2026DLVP-CLIP Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual

全部零样本分类论文

共 270 篇，第 3 / 6 页

101. ICLR 2025Making Text Embedders Few-Shot Learners
102. ICLR 2025Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images
103. ICLR 2025MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer
104. ICLR 2025Mitigating Spurious Correlations in Zero-Shot Multimodal Models
105. ICLR 2025MoE++: Accelerating Mixture-of-Experts Methods with Zero-Computation Experts
106. ICLR 2025MS-Diffusion: Multi-subject Zero-shot Image Personalization with Layout Guidance
107. ICLR 2025Multi-Label Test-Time Adaptation with Bound Entropy Minimization
108. ICLR 2025NatureLM-audio: an Audio-Language Foundation Model for Bioacoustics
109. ICLR 2025NVS-Solver: Video Diffusion Model as Zero-Shot Novel View Synthesizer
110. ICLR 2025On the Transfer of Object-Centric Representation Learning
111. ICLR 2025OvercookedV2: Rethinking Overcooked for Zero-Shot Coordination
112. ICLR 2025Param$\Delta$ for Direct Mixing: Post-Train Large Language Model At Zero Cost
113. ICLR 2025Planning Anything with Rigor: General-Purpose Zero-Shot Planning with LLM-based Formalized Programming
114. ICLR 2025PostEdit: Posterior Sampling for Efficient Zero-Shot Image Editing
115. ICLR 2025Predicate Hierarchies Improve Few-Shot State Classification
116. ICLR 2025Prompt as Knowledge Bank: Boost Vision-language model via Structural Representation for zero-shot medical detection
117. ICLR 2025Protein Language Model Fitness is a Matter of Preference
118. ICLR 2025Prototype antithesis for biological few-shot class-incremental learning
119. ICLR 2025Pushing the Limits of All-Atom Geometric Graph Neural Networks: Pre-Training, Scaling, and Zero-Shot Transfer
120. ICLR 2025Random-Set Neural Networks
121. ICLR 2025REMEDY: Recipe Merging Dynamics in Large Vision-Language Models
122. ICLR 2025Straight to Zero: Why Linearly Decaying the Learning Rate to Zero Works Best for LLMs
123. ICLR 2025SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuning
124. ICLR 2025Theory on Score-Mismatched Diffusion Models and Zero-Shot Conditional Samplers
125. ICLR 2025Transformer Learns Optimal Variable Selection in Group-Sparse Classification
126. ICLR 2025Transformers Provably Learn Two-Mixture of Linear Classification via Gradient Flow
127. ICLR 2025Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment
128. ICLR 2025Video In-context Learning: Autoregressive Transformers are Zero-Shot Video Imitators
129. ICLR 2025Visually Consistent Hierarchical Image Classification
130. ICLR 2025W-PCA Based Gradient-Free Proxy for Efficient Search of Lightweight Language Models
131. ICLR 2025Zero-shot forecasting of chaotic systems
132. ICLR 2025Zero-shot Imputation with Foundation Inference Models for Dynamical Systems
133. ICLR 2025Zero-shot Model-based Reinforcement Learning using Large Language Models
134. ICLR 2025Zero-Shot Natural Language Explanations
135. ICLR 2025ZeroDiff: Solidified Visual-semantic Correlation in Zero-Shot Learning
136. ICML 2025A Classification View on Meta Learning Bandits
137. ICML 2025A Generalization Theory for Zero-Shot Prediction
138. ICML 2025Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search
139. ICML 2025Bootstrapping Self-Improvement of Language Model Programs for Zero-Shot Schema Matching
140. ICML 2025CERTAIN: Context Uncertainty-aware One-Shot Adaptation for Context-based Offline Meta Reinforcement Learning
141. ICML 2025Conformity Score Averaging for Classification
142. ICML 2025DINO-WM: World Models on Pre-trained Visual Features enable Zero-shot Planning
143. ICML 2025Discovering a Zero (Zero-Vector Class of Machine Learning)
144. ICML 2025DMOSpeech: Direct Metric Optimization via Distilled Diffusion Model in Zero-Shot Speech Synthesis
145. ICML 2025Do Not Mimic My Voice : Speaker Identity Unlearning for Zero-Shot Text-to-Speech
146. ICML 2025EnsLoss: Stochastic Calibrated Loss Ensembles for Preventing Overfitting in Classification
147. ICML 2025ERICT: Enhancing Robustness by Identifying Concept Tokens in Zero-Shot Vision Language Models
148. ICML 2025Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization
149. ICML 2025FIC-TSC: Learning Time Series Classification with Fisher Information Constraint
150. ICML 2025Fine-Grained Captioning of Long Videos through Scene Graph Consolidation

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。