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 18 / 225 页
- CVPR 2026PGR-Net Prior-Guided ROI Reasoning Network for Brain Tumor MRI Segmentation
- CVPR 2026pH-Strips for Selective Forgetting A Blunt but Fast Diagnostic Baseline
- CVPR 2026PhaSR Generalized Image Shadow Removal with Physically Aligned Priors
- CVPR 2026Phrase-Grounding-Aware Supervised Fine-Tuning for Chart Recognition via Side-Masked Attention
- CVPR 2026PhyCo Learning Controllable Physical Priors for Generative Motion
- CVPR 2026PhyCritic Multimodal Critic Models for Physical AI
- CVPR 2026PhysHead Simulation-Ready Gaussian Head Avatars
- CVPR 2026PhysX-Anything Simulation-Ready Physical 3D Assets from Single Image
- CVPR 2026Pico-Banana-400K A Large-Scale Dataset for Text-Guided Image Editing
- CVPR 2026PixDLM A Dual-Path Multimodal Language Model for UAV Reasoning Segmentation
- CVPR 2026Pixels Dont Lie But Your Detector Might Bootstrapping MLLM-as-a-Judge for
- CVPR 2026Plant Taxonomy Meets Plant Counting A Fine-Grained Taxonomic Dataset for
- CVPR 2026Pluggable Pruning with Contiguous Layer Distillation for Diffusion Transformers
- CVPR 2026PointAlign Feature-Level Alignment Regularization for 3D Vision-Language Models
- CVPR 2026Pointing at Parts Training-Free Few-Shot Grounding in Multimodal LLMs
- CVPR 2026POINTS-Long Adaptive Dual-Mode Visual Reasoning in MLLMs
- CVPR 2026PolySLGen Online Multimodal Speaking-Listening Reaction Generation in Polyadic Interaction
- CVPR 2026PoseGAM Robust Unseen Object Pose Estimation via Geometry-Aware Multi-View Reasoning
- CVPR 2026PosterIQ A Design Perspective Benchmark for Poster Understanding and Generation
- CVPR 2026POUR A Provably Optimal Method for Unlearning Representation via Neural
- CVPR 2026PowerCLIP Powerset Alignment for Contrastive Pre-Training
- CVPR 2026PP-OCRv5 A Specialized 5M-Parameter Model Rivaling Billion-Parameter Vision-Language Models on
- CVPR 2026PPM-CLIP Probabilistic Prompt Modeling for Generalizable AI-Generated Image Detection
- CVPR 2026Predictive Regularization Against Visual Representation Degradation in Multimodal Large Language
- CVPR 2026Prefill-Time Intervention for Mitigating Hallucination in Large Vision-Language Models
- CVPR 2026Preserving Source Video Realism High-Fidelity Face Swapping for Cinematic Quality
- CVPR 2026Principled Steering via Null-space Projection for Jailbreak Defense in Vision-Language
- CVPR 2026PRISM Prototype-based Reasoning with Inter-modal Semantic Mining for Interpretable Image
- CVPR 2026PRISM Video Dataset Condensation with Progressive Refinement and Insertion for
- CVPR 2026PriVi Towards a General-Purpose Video Model for Primate Behavior in
- CVPR 2026ProactiveMobile A Comprehensive Benchmark for Boosting Proactive Intelligence On Mobile
- CVPR 2026Probabilistic Concept Graph Reasoning for Multimodal Misinformation Detection
- CVPR 2026Probabilistic Prompt Adaptation for Unified Image Aesthetics and Quality Assessment
- CVPR 2026Probing and Bridging Geometry-Interaction Cues for Affordance Reasoning in Vision
- CVPR 2026ProFocus Proactive Perception and Focused Reasoning in Vision-and-Language Navigation
- CVPR 2026Progress-Think Semantic Progress Reasoning for Vision-Language Navigation
- CVPR 2026Progressive Cross-Modal Causal Intervention for Long-Term Action Recognition
- CVPR 2026Progressive Mask Distillation for Self-supervised Video Representation
- CVPR 2026ProM3E Probabilistic Masked MultiModal Embedding Model for Ecology
- CVPR 2026Prompt-Anchored Vision-Text Distillation for Lifelong Person Re-identification
- CVPR 2026PROMPTMINER Black-Box Prompt Stealing against Text-to-Image Generative Models via Reinforcement
- CVPR 2026ProPhy Progressive Physical Alignment for Dynamic World Simulation
- CVPR 2026Protect to Adapt Orthogonal Subspace Control with Ranked Negative-Prompt Curriculum
- CVPR 2026Prototype-as-Prompt Multimodal Sentiment Prototypes Endowing Large Language Models the Capability
- CVPR 2026Prototype-based Causal Intervention for Multi-Label Image Classification
- CVPR 2026Prototypical Action Reasoning Facilitated by Vision-Language Alignment for Egocentric Action
- CVPR 2026Proxy-Tuning Tailoring Multimodal Autoregressive Models for Subject-Driven Image Generation
- CVPR 2026Proxy3D Efficient 3D Representations for Vision-Language Models via Semantic Clustering
- CVPR 2026Prune2Drive A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous
- CVPR 2026PureCC Pure Learning for Text-to-Image Concept Customization
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。