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 3,075 篇，第 11 / 62 页
- CVPR 2025Olympus: A Universal Task Router for Computer Vision Tasks
- CVPR 2025Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks
- CVPR 2025Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos
- CVPR 2025OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations
- CVPR 2025OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual Reasoning
- CVPR 2025OmniManip: Towards General Robotic Manipulation via Object-Centric Interaction Primitives as Spatial Constraints
- CVPR 2025OmniStyle: Filtering High Quality Style Transfer Data at Scale
- CVPR 2025On the Consistency of Video Large Language Models in Temporal Comprehension
- CVPR 2025On the Out-Of-Distribution Generalization of Large Multimodal Models
- CVPR 2025On the Zero-shot Adversarial Robustness of Vision-Language Models: A Truly Zero-shot and Training-free Approach
- CVPR 2025Once-Tuning-Multiple-Variants: Tuning Once and Expanded as Multiple Vision-Language Model Variants
- CVPR 2025One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion
- CVPR 2025One-shot 3D Object Canonicalization based on Geometric and Semantic Consistency
- CVPR 2025One2Any: One-Reference 6D Pose Estimation for Any Object
- CVPR 2025Online Video Understanding: OVBench and VideoChat-Online
- CVPR 2025OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation
- CVPR 2025Optimus-2: Multimodal Minecraft Agent with Goal-Observation-Action Conditioned Policy
- CVPR 2025Order-One Rolling Shutter Cameras
- CVPR 2025Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection
- CVPR 2025OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?
- CVPR 2025PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models
- CVPR 2025Paint by Inpaint: Learning to Add Image Objects by Removing Them First
- CVPR 2025PARC: A Quantitative Framework Uncovering the Symmetries within Vision Language Models
- CVPR 2025Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception
- CVPR 2025PAVE: Patching and Adapting Video Large Language Models
- CVPR 2025Perception Tokens Enhance Visual Reasoning in Multimodal Language Models
- CVPR 2025Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model
- CVPR 2025Personalized Preference Fine-tuning of Diffusion Models
- CVPR 2025PhysVLM: Enabling Visual Language Models to Understand Robotic Physical Reachability
- CVPR 2025PICO: Reconstructing 3D People In Contact with Objects
- CVPR 2025PIDSR: Complementary Polarized Image Demosaicing and Super-Resolution
- CVPR 2025Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy
- CVPR 2025Plug-and-Play Versatile Compressed Video Enhancement
- CVPR 2025Polarized Color Screen Matting
- CVPR 2025POPEN: Preference-Based Optimization and Ensemble for LVLM-Based Reasoning Segmentation
- CVPR 2025Pose Priors from Language Models
- CVPR 2025Post-pre-training for Modality Alignment in Vision-Language Foundation Models
- CVPR 2025Preserve or Modify? Context-Aware Evaluation for Balancing Preservation and Modification in Text-Guided Image Editing
- CVPR 2025ProAPO: Progressively Automatic Prompt Optimization for Visual Classification
- CVPR 2025Probabilistic Prompt Distribution Learning for Animal Pose Estimation
- CVPR 2025ProbeSDF: Light Field Probes For Neural Surface Reconstruction
- CVPR 2025Progress-Aware Video Frame Captioning
- CVPR 2025Progressive Correspondence Regenerator for Robust 3D Registration
- CVPR 2025Progressive Focused Transformer for Single Image Super-Resolution
- CVPR 2025ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models
- CVPR 2025Prompt-CAM: Making Vision Transformers Interpretable for Fine-Grained Analysis
- CVPR 2025PromptHMR: Promptable Human Mesh Recovery
- CVPR 2025Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations
- CVPR 2025Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
- CVPR 2025Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning
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。