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 19 / 225 页
- CVPR 2026PureProof Diffusion-Resistant Black-box Targeted Attack on Large Vision-Language Models
- CVPR 2026Pushing the Frontier of Audiovisual Perception with Large-Scale Multimodal Correspondence
- CVPR 2026Quant Experts Token-aware Adaptive Error Reconstruction with Mixture of Experts
- CVPR 2026QUANTIPHY A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language
- CVPR 2026Quantized Residuals to Continuous Prompts for Few-Shot Class Incremental Learning
- CVPR 2026QuantVLA Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models
- CVPR 2026QueryOcc Query-based Self-Supervision for 3D Semantic Occupancy
- CVPR 2026QuietPrune Query-Guided Early Token Pruning for Vision-Language Models
- CVPR 2026R2-Seg Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and
- CVPR 2026R2TUA Reconstruction-residual Based Targeted and Untargeted Attack Against Text-Image Person
- CVPR 2026R4 Retrieval-Augmented Reasoning for Vision-Language Models in 4D Spatio-Temporal Space
- CVPR 2026R4-CGQA Retrieval-based Vision Language Models for Computer Graphics Image Quality
- CVPR 2026Radar-Guided Polynomial Fitting for Metric Depth Estimation
- CVPR 2026RAISE Requirement-Adaptive Evolutionary Refinement for Training-Free Text-to-Image Alignment
- CVPR 2026RAMEN Resolution-Adjustable Multimodal Encoder for Earth Observation
- CVPR 2026Random Wins All Rethinking Grouping Strategies for Vision Tokens
- CVPR 2026RARE Learn to RAnk and REtrieve for Monocular 3D Object
- CVPR 2026Rationale-Enhanced Decoding for Multi-modal Chain-of-Thought
- CVPR 2026RAVEN Radar Adaptive Vision Encoders for Efficient Chirp-wise Object Detection
- CVPR 2026RC-NF Robot-Conditioned Normalizing Flow for Real-Time Anomaly Detection in Robotic
- CVPR 2026RDFace A Benchmark Dataset for Rare Disease Facial Image Analysis
- CVPR 2026Re-Align Structured Reasoning-guided Alignment for In-Context Image Generation and Editing
- CVPR 2026Re-evaluating Continual VQA Toward Fair and Robust Evaluation for Multimodal
- CVPR 2026RE-VLM Event-Augmented Vision-Language Model for Scene Understanding
- CVPR 2026ReaGEN Adaptive Generation of Structured Chains-of-Thought for Efficient Multimodal Reasoning
- CVPR 2026Real-Time Multimodal Fingertip Contact Detection via Depth and Motion Fusion
- CVPR 2026RealBirdID Benchmarking Bird Species Identification in the Era of MLLMs
- CVPR 2026ReAlign Generalizable Image Forgery Detection via Reasoning-Aligned Representation
- CVPR 2026REALM An MLLM-Agent Framework for Open World 3D Reasoning Segmentation
- CVPR 2026RealUnify Do Unified Models Truly Benefit from Unification A Comprehensive
- CVPR 2026RealVLG-R1 A Large-Scale Real-World Visual-Language Grounding Benchmark for Robotic Perception
- CVPR 2026ReasonEdit Towards Reasoning-Enhanced Image Editing Models
- CVPR 2026Reasoning Diffusion for Unpaired Test Time Out-of-distribution Text-Image to Video
- CVPR 2026Reasoning Palette Modulating Reasoning via Latent Contextualization for Controllable Exploration
- CVPR 2026Reasoning-Driven Anomaly Detection and Localization with Image-Level Supervision
- CVPR 2026ReasonMap Towards Fine-Grained Visual Reasoning from Transit Maps
- CVPR 2026ReasonX MLLM-Guided Intrinsic Image Decomposition
- CVPR 2026ReBaPL Repulsive Bayesian Prompt Learning
- CVPR 2026ReCALL Recalibrating Capability Degradation for MLLM-based Composed Image Retrieval
- CVPR 2026Reconstructing CLIP for Open-Vocabulary Dense Perception
- CVPR 2026Recurrent Reasoning with Vision-Language Models for Estimating Long-Horizon Embodied Task
- CVPR 2026ReDirector Creating Any-Length Video Retakes with Rotary Camera Encoding
- CVPR 2026ReFAct Empowering Multimodal Web Agents with Visual and Context Focusing
- CVPR 2026RefAV Towards Planning-Centric Scenario Mining
- CVPR 2026RegionFuse Region-Adaptive Pixel Distribution Learning for Infrared and Visible Image
- CVPR 2026RehearseVLA Simulated Post-Training for VLAs with Physically-Consistent World Model
- CVPR 2026Relational Visual Similarity
- CVPR 2026ReMatch Boosting Representation through Matching for Multimodal Retrieval
- CVPR 2026ReMoE Region-Mixture Experts for Adversarially-Robust Vision Transformers
- CVPR 2026ReMoRa Multimodal Large Language Model based on Refined Motion Representation
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。