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 11,207 篇，第 121 / 225 页
- ICLR 2025A Multi-Power Law for Loss Curve Prediction Across Learning Rate Schedules
- ICLR 2025A Multiscale Frequency Domain Causal Framework for Enhanced Pathological Analysis
- ICLR 2025A Sanity Check for AI-generated Image Detection
- ICLR 2025A Simple Framework for Open-Vocabulary Zero-Shot Segmentation
- ICLR 2025A Spark of Vision-Language Intelligence: 2-Dimensional Autoregressive Transformer for Efficient Finegrained Image Generation
- ICLR 2025A Statistical Framework for Ranking LLM-based Chatbots
- ICLR 2025A transfer learning framework for weak to strong generalization
- ICLR 2025Accessing Vision Foundation Models via ImageNet-1K
- ICLR 2025ActionReasoningBench: Reasoning about Actions with and without Ramification Constraints
- ICLR 2025AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation
- ICLR 2025Adapt-$\infty$: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection
- ICLR 2025Adapting Multi-modal Large Language Model to Concept Drift From Pre-training Onwards
- ICLR 2025Adaptive Camera Sensor for Vision Models
- ICLR 2025Adaptive Length Image Tokenization via Recurrent Allocation
- ICLR 2025Adaptive Rank Allocation: Speeding Up Modern Transformers with RaNA Adapters
- ICLR 2025Adaptive Retention & Correction: Test-Time Training for Continual Learning
- ICLR 2025AdaRankGrad: Adaptive Gradient Rank and Moments for Memory-Efficient LLMs Training and Fine-Tuning
- ICLR 2025ADIFF: Explaining audio difference using natural language
- ICLR 2025Advancing LLM Reasoning Generalists with Preference Trees
- ICLR 2025Advancing Mathematical Reasoning in Language Models: The Impact of Problem-Solving Data, Data Synthesis Methods, and Training Stages
- ICLR 2025Advantage-Guided Distillation for Preference Alignment in Small Language Models
- ICLR 2025AdvWave: Stealthy Adversarial Jailbreak Attack against Large Audio-Language Models
- ICLR 2025Agent Skill Acquisition for Large Language Models via CycleQD
- ICLR 2025AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials
- ICLR 2025AHA: A Vision-Language-Model for Detecting and Reasoning Over Failures in Robotic Manipulation
- ICLR 2025Aioli: A Unified Optimization Framework for Language Model Data Mixing
- ICLR 2025Aligned Better, Listen Better for Audio-Visual Large Language Models
- ICLR 2025Aligning Visual Contrastive learning models via Preference Optimization
- ICLR 2025ALLaM: Large Language Models for Arabic and English
- ICLR 2025AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models
- ICLR 2025Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of LLMs
- ICLR 2025An Information Criterion for Controlled Disentanglement of Multimodal Data
- ICLR 2025An Intelligent Agentic System for Complex Image Restoration Problems
- ICLR 2025Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models
- ICLR 2025AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents
- ICLR 2025Animate Your Thoughts: Reconstruction of Dynamic Natural Vision from Human Brain Activity
- ICLR 2025Animate-X: Universal Character Image Animation with Enhanced Motion Representation
- ICLR 2025Anyprefer: An Agentic Framework for Preference Data Synthesis
- ICLR 2025ARB-LLM: Alternating Refined Binarizations for Large Language Models
- ICLR 2025Are Large Vision Language Models Good Game Players?
- ICLR 2025Arithmetic Transformers Can Length-Generalize in Both Operand Length and Count
- ICLR 2025Articulate-Anything: Automatic Modeling of Articulated Objects via a Vision-Language Foundation Model
- ICLR 2025Asymmetric Factorized Bilinear Operation for Vision Transformer
- ICLR 2025Attribute-based Visual Reprogramming for Vision-Language Models
- ICLR 2025AugKD: Ingenious Augmentations Empower Knowledge Distillation for Image Super-Resolution
- ICLR 2025AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark
- ICLR 2025AutoBencher: Towards Declarative Benchmark Construction
- ICLR 2025Automatic Curriculum Expert Iteration for Reliable LLM Reasoning
- ICLR 2025Autonomous Evaluation of LLMs for Truth Maintenance and Reasoning Tasks
- ICLR 2025Autoregressive Pretraining with Mamba in Vision
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。