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 3,302 篇，第 13 / 67 页
- CVPR 2026Keep it SymPL Symbolic Projective Layout for Allocentric Spatial Reasoning
- CVPR 2026Kontinuous Kontext Continuous Strength Control for Instruction-based Image Editing
- CVPR 2026Label-Free Cross-Task LoRA Merging with Null-Space Compression
- CVPR 2026LAM Language Articulated Object Modelers
- CVPR 2026Language Models Can Explain Visual Features via Steering
- CVPR 2026Language-driven Fine-grained Retrieval
- CVPR 2026Language-Grounded Decoupled Action Representation for Robotic Manipulation
- CVPR 2026Language-guided Frequency Modulation for Large Vision-Language Models
- CVPR 2026Language-Guided One-Step Diffusion Model for Nighttime Flare Removal
- CVPR 2026Large-scale Codec Avatars The Unreasonable Effectiveness of Large-scale Avatar Pretraining
- CVPR 2026LATA Laplacian-Assisted Transductive Adaptation for Conformal Uncertainty in Medical VLMs
- CVPR 2026Latent Implicit Visual Reasoning
- CVPR 2026Layer-wise Instance Binding for Regional and Occlusion Control in Text-to-Image
- CVPR 2026LayoutAD Exploring Semantic-Geometric Misalignment Reasoning for Scene Layout Anomaly Detection
- CVPR 2026Learning Diffeomorphism for Medical Image Registration with Time-Embedded Architectures Using
- CVPR 2026Learning from Itself Mining Internal Knowledge from Vision Language Models
- CVPR 2026Learning from Noisy Supervision A Denoising-Debiasing Framework for Weakly Supervised
- CVPR 2026Learning Latent Concepts for Detecting Out-of-Distribution Objects
- CVPR 2026Learning Multi-View Spatial Reasoning from Cross-View Relations
- CVPR 2026Learning to Drive is a Free Gift Large-Scale Label-Free Autonomy
- CVPR 2026Learning to Reason in 4D Dynamic Spatial Understanding for Vision
- CVPR 2026Learning to See and Act Task-Aware Virtual View Exploration for
- CVPR 2026Learning to See through Illumination Extremes with Event Streaming in
- CVPR 2026Learning to Track Instance from Single Nature Language Description
- CVPR 2026Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos
- CVPR 2026Learning What Matters Prioritized Concept Learning via Relative Error-driven Sample
- CVPR 2026Learning Where to Look and How to Judge Resolution-agnostic Image
- CVPR 2026LEMON A Large Endoscopic MONocular Dataset and Foundation Model for
- CVPR 2026Lenses Toward Polysemous Vision-Language Understanding
- CVPR 2026LensWalk Agentic Video Understanding by Planning How You See in
- CVPR 2026Leveraging Multispectral Sensors for Color Correction in Mobile Cameras
- CVPR 2026LifeEval A Multimodal Benchmark for Assistive AI in Egocentric Daily
- CVPR 2026Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment
- CVPR 2026Lifting Unlabeled Internet-level Data for 3D Scene Understanding
- CVPR 2026LightRR A Lightweight Network for Single Image Reflection Removal
- CVPR 2026Linguistic Priors for Visual Decoupling Towards Symmetric Vision-Brain Alignment
- CVPR 2026LiteSense Lifting Lightweight ToF with RGB for High-Resolution Metric Depth
- CVPR 2026Live Interactive Training for Video Segmentation
- CVPR 2026LLaDA-MedV Exploring Large Language Diffusion Models for Biomedical Image Understanding
- CVPR 2026LLaMo Scaling Pretrained Language Models for Unified Motion Understanding and
- CVPR 2026LLaVAShield Safeguarding Multimodal Multi-Turn Dialogues in Vision-Language Models
- CVPR 2026LLM-Guided Probabilistic Fusion for Label-Efficient Document Layout Analysis
- CVPR 2026LLMind Bio-inspired Training-free Adaptive Visual Representations for Vision-Language Models
- CVPR 2026Local Precise Refinement A Dual-Gated Mixture-of-Experts for Enhancing Foundation Model
- CVPR 2026Localizing Structuring and Rendering Bridging 3D and 2D Vision-Language-Action Models
- CVPR 2026Locate-Then-Examine Grounded Region Reasoning Improves Detection of AI-Generated Images
- CVPR 2026Locate-then-Sparsify Attribution Guided Sparse Strategy for Visual Hallucination Mitigation
- CVPR 2026LocateAnything3D Vision-Language 3D Detection with Chain-of-Sight
- CVPR 2026Logit-Margin Repulsion for Backdoor Defense
- CVPR 2026Long-RVOS A Comprehensive Benchmark for Long-term Referring Video Object Segmentation
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。