多模态大模型论文趋势 2023–2026
视觉语言模型、图像/视频理解与生成式多模态基础模型
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 11,209 篇被归入该主题的论文。
主要结论
- 多模态大模型论文从 2023 年的 1,226 篇增长到 2026 年的 5,192 篇，三年间扩大到约 4.2 倍。
- NeurIPS 是发多模态大模型论文最多的会议，2023–2026 年共 3,319 篇，占四个会议总量的 30%。
- 交叉方向里涨得最快的是应用 · computer vision：同时属于两个主题的论文从 2023 年的 35 篇增至 2026 年的 596 篇。
- 在「前沿系统」的 4 个主题里，它的 2026 年论文数排第 1；同组增长最快的AI 智能体是 12 倍，多模态大模型是 4.2 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 433 | 138 | 146 | 509 | 1,226 |
| 2024 | 446 | 321 | 323 | 626 | 1,716 |
| 2025 | 1,074 | 816 | 390 | 795 | 3,075 |
| 2026 | 1,366 | 1,401 | 1,051 | 1,374 | 5,192 |
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 2026$\text{A}^3$-VLA: Automatic Perception-Guided Attention Alignment for Robot Manipulation
- ICML 2026[CLS] is Not Enough: Multi-Label Recognition via Patch-Level Inference and Adaptive Aggregation
- ICLR 2026A Balanced Neuro-Symbolic Approach for Commonsense Abductive Logic
- CVPR 20263D Space as a Scratchpad for Editable Text-to-Image Generation
- NeurIPS 2025$\Delta \mathrm{Energy}$: Optimizing Energy Change During Vision-Language Alignment Improves both OOD Detection and OOD Generalization
- ICML 2025Adapting While Learning: Grounding LLMs for Scientific Problems with Tool Usage Adaptation
- ICLR 2025$\gamma-$MoD: Exploring Mixture-of-Depth Adaptation for Multimodal Large Language Models
- CVPR 20252DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image Classification
- NeurIPS 2024A Concept-Based Explainability Framework for Large Multimodal Models
- ICML 2024A Multimodal Automated Interpretability Agent
- ICLR 2024Alt-Text with Context: Improving Accessibility for Images on Twitter
- CVPR 2024Data-Efficient Multimodal Fusion on a Single GPU
- NeurIPS 20234M: Massively Multimodal Masked Modeling
- ICML 2023$\pi$-Tuning: Transferring Multimodal Foundation Models with Optimal Multi-task Interpolation
- ICLR 2023A Primal-Dual Framework for Transformers and Neural Networks
- CVPR 20233D Concept Learning and Reasoning From Multi-View Images
- NeurIPS 2026$\texttt{bispectrum}$: Selective $G$-Bispectra Made Practical
- ICML 2026$G^2$-Reader: Dual Evolving Graphs for Multimodal Document QA
- ICLR 2026A Comprehensive Information-Decomposition Analysis of Large Vision-Language Models
- CVPR 20263D-IDE 3D Implicit Depth Emergent
全部多模态大模型论文
共 816 篇，第 11 / 17 页
- ICLR 2025Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models
- ICLR 2025nGPT: Normalized Transformer with Representation Learning on the Hypersphere
- ICLR 2025NL-Eye: Abductive NLI For Images
- ICLR 2025No Need to Talk: Asynchronous Mixture of Language Models
- ICLR 2025Noisy Test-Time Adaptation in Vision-Language Models
- ICLR 2025Non-myopic Generation of Language Models for Reasoning and Planning
- ICLR 2025Not All Heads Matter: A Head-Level KV Cache Compression Method with Integrated Retrieval and Reasoning
- ICLR 2025Nova: Generative Language Models for Assembly Code with Hierarchical Attention and Contrastive Learning
- ICLR 2025NovelQA: Benchmarking Question Answering on Documents Exceeding 200K Tokens
- ICLR 2025NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models
- ICLR 2025NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models
- ICLR 2025OASIS Uncovers: High-Quality T2I Models, Same Old Stereotypes
- ICLR 2025OATS: Outlier-Aware Pruning Through Sparse and Low Rank Decomposition
- ICLR 2025OmniBind: Large-scale Omni Multimodal Representation via Binding Spaces
- ICLR 2025OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text
- ICLR 2025OmniKV: Dynamic Context Selection for Efficient Long-Context LLMs
- ICLR 2025OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities
- ICLR 2025On Disentangled Training for Nonlinear Transform in Learned Image Compression
- ICLR 2025On Evaluating the Durability of Safeguards for Open-Weight LLMs
- ICLR 2025On Quantizing Neural Representation for Variable-Rate Video Coding
- ICLR 2025On Speeding Up Language Model Evaluation
- ICLR 2025On Targeted Manipulation and Deception when Optimizing LLMs for User Feedback
- ICLR 2025On the Importance of Language-driven Representation Learning for Heterogeneous Federated Learning
- ICLR 2025On the self-verification limitations of large language models on reasoning and planning tasks
- ICLR 2025Once-for-All: Controllable Generative Image Compression with Dynamic Granularity Adaptation
- ICLR 2025One Model Transfer to All: On Robust Jailbreak Prompts Generation against LLMs
- ICLR 2025One-for-All Few-Shot Anomaly Detection via Instance-Induced Prompt Learning
- ICLR 2025Open-Vocabulary Customization from CLIP via Data-Free Knowledge Distillation
- ICLR 2025OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data
- ICLR 2025OpenPRM: Building Open-domain Process-based Reward Models with Preference Trees
- ICLR 2025Operator Deep Smoothing for Implied Volatility
- ICLR 2025OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling
- ICLR 2025Optimized Multi-Token Joint Decoding With Auxiliary Model for LLM Inference
- ICLR 2025Optimizing 4D Gaussians for Dynamic Scene Video from Single Landscape Images
- ICLR 2025Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution
- ICLR 2025OS-ATLAS: Foundation Action Model for Generalist GUI Agents
- ICLR 2025OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning
- ICLR 2025OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting
- ICLR 2025OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with Transformer
- ICLR 2025PAD: Personalized Alignment of LLMs at Decoding-time
- ICLR 2025Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning
- ICLR 2025Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages
- ICLR 2025PaPaGei: Open Foundation Models for Optical Physiological Signals
- ICLR 2025Param$\Delta$ for Direct Mixing: Post-Train Large Language Model At Zero Cost
- ICLR 2025PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration
- ICLR 2025PEARL: Towards Permutation-Resilient LLMs
- ICLR 2025Permute-and-Flip: An optimally stable and watermarkable decoder for LLMs
- ICLR 2025Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models
- ICLR 2025Persistent Pre-training Poisoning of LLMs
- ICLR 2025Personalized Visual Instruction Tuning
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 查多模态大模型在 NeurIPS 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": "multimodal-llms"}
常见问题
- 2023–2026 年四大会议一共有多少篇多模态大模型论文？
- 共 11,209 篇，按年份分别是 2023 年 1,226 篇、2024 年 1,716 篇、2025 年 3,075 篇、2026 年 5,192 篇。
- NeurIPS 2026 有多少篇多模态大模型论文？
- NeurIPS 2026 有 1,366 篇多模态大模型论文，上一届是 1,074 篇。
- ICLR 2026 有多少篇多模态大模型论文？
- ICLR 2026 有 1,401 篇多模态大模型论文，上一届是 816 篇。
- ICML 2026 有多少篇多模态大模型论文？
- ICML 2026 有 1,051 篇多模态大模型论文，上一届是 390 篇。
- CVPR 2026 有多少篇多模态大模型论文？
- CVPR 2026 有 1,374 篇多模态大模型论文，上一届是 795 篇。
- 哪个会议的多模态大模型论文最多？
- NeurIPS，2023–2026 年共 3,319 篇。