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 795 篇，第 8 / 16 页
- CVPR 2025Image Reconstruction from Readout-Multiplexed Single-Photon Detector Arrays
- CVPR 2025ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning
- CVPR 2025Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models
- CVPR 2025Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment
- CVPR 2025Improving Adversarial Transferability on Vision Transformers via Forward Propagation Refinement
- CVPR 2025Improving Personalized Search with Regularized Low-Rank Parameter Updates
- CVPR 2025Improving Visual and Downstream Performance of Low-Light Enhancer with Vision Foundation Models Collaboration
- CVPR 2025ImViD: Immersive Volumetric Videos for Enhanced VR Engagement
- CVPR 2025Incorporating Dense Knowledge Alignment into Unified Multimodal Representation Models
- CVPR 2025Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models
- CVPR 2025InsightEdit: Towards Better Instruction Following for Image Editing
- CVPR 2025Instruction-based Image Manipulation by Watching How Things Move
- CVPR 2025Interactive Medical Image Analysis with Concept-based Similarity Reasoning
- CVPR 2025InteractVLM: 3D Interaction Reasoning from 2D Foundational Models
- CVPR 2025Interleaved-Modal Chain-of-Thought
- CVPR 2025Interpretable Image Classification via Non-parametric Part Prototype Learning
- CVPR 2025Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification
- CVPR 2025Is `Right' Right? Enhancing Object Orientation Understanding in Multimodal Large Language Models through Egocentric Instruction Tuning
- CVPR 2025Is Your World Simulator a Good Story Presenter? A Consecutive Events-Based Benchmark for Future Long Video Generation
- CVPR 2025It's a (Blind) Match! Towards Vision-Language Correspondence without Parallel Data
- CVPR 2025Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing
- CVPR 2025IterIS: Iterative Inference-Solving Alignment for LoRA Merging
- CVPR 2025Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
- CVPR 2025JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
- CVPR 2025JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration
- CVPR 2025Joint Scheduling of Causal Prompts and Tasks for Multi-Task Learning
- CVPR 2025Joint Vision-Language Social Bias Removal for CLIP
- CVPR 2025Just Dance with pi! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection
- CVPR 2025K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences
- CVPR 2025Keyframe-Guided Creative Video Inpainting
- CVPR 2025Knowledge-Aligned Counterfactual-Enhancement Diffusion Perception for Unsupervised Cross-Domain Visual Emotion Recognition
- CVPR 2025L-SWAG: Layer-Sample Wise Activation with Gradients Information for Zero-Shot NAS on Vision Transformers
- CVPR 2025LamRA: Large Multimodal Model as Your Advanced Retrieval Assistant
- CVPR 2025Language-Assisted Debiasing and Smoothing for Foundation Model-Based Semi-Supervised Learning
- CVPR 2025Language-Guided Image Tokenization for Generation
- CVPR 2025Language-Guided Salient Object Ranking
- CVPR 2025LaVin-DiT: Large Vision Diffusion Transformer
- CVPR 2025LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models
- CVPR 2025LC-Mamba: Local and Continuous Mamba with Shifted Windows for Frame Interpolation
- CVPR 2025Learning Audio-guided Video Representation with Gated Attention for Video-Text Retrieval
- CVPR 2025Learning Extremely High Density Crowds as Active Matters
- CVPR 2025Learning Occlusion-Robust Vision Transformers for Real-Time UAV Tracking
- CVPR 2025Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation
- CVPR 2025Learning Physics From Video: Unsupervised Physical Parameter Estimation for Continuous Dynamical Systems
- CVPR 2025Learning with Noisy Triplet Correspondence for Composed Image Retrieval
- CVPR 2025Let Humanoids Hike! Integrative Skill Development on Complex Trails
- CVPR 2025Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples
- CVPR 2025Libra-Merging: Importance-redundancy and Pruning-merging Trade-off for Acceleration Plug-in in Large Vision-Language Model
- CVPR 2025LibraGrad: Balancing Gradient Flow for Universally Better Vision Transformer Attributions
- CVPR 2025Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts
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。