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 25 / 225 页
- CVPR 2026TrajRAG Retrieving Geometric-Semantic Experience for Zero-Shot Object Navigation
- CVPR 2026Transform to Transfer Boosting Adversarial Attack Transferability on Vision-Language Pre-training
- CVPR 2026Translating Signals to Languages for sEMG-Based Activity Recognition
- CVPR 2026TRANSPORTER Transferring Visual Semantics from VLM Manifolds
- CVPR 2026TransPrune Token Transition Pruning for Efficient Large Vision-Language Model
- CVPR 2026TRCoRSurg Temporal-Relational Co-Reasoning for Surgical Video Triplet Recognition
- CVPR 2026TreeTeaming Autonomous Red-Teaming of Vision-Language Models via Hierarchical Strategy Exploration
- CVPR 2026Tri-Subspaces Disentanglement for Multimodal Sentiment Analysis
- CVPR 2026TriDF Evaluating Perception Detection and Hallucination for Interpretable DeepFake Detection
- CVPR 2026TRivia Self-supervised Fine-tuning of Vision-Language Models for Table Recognition
- CVPR 2026TRM-VLA Temporal-Aware Chain-of-Thought Reasoning and Memorization for Vision-Language-Action Models
- CVPR 2026TTL Test-time Textual Learning for OOD Detection with Pretrained Vision-Language
- CVPR 2026TTP Test-Time Padding for Adversarial Detection and Robust Adaptation on
- CVPR 2026TTRV Test-Time Reinforcement Learning for Vision Language Models
- CVPR 2026TUNA Taming Unified Visual Representations for Native Unified Multimodal Models
- CVPR 2026Tunable Soft Equivariance with Guarantees
- CVPR 2026Turning Pre-Trained Vision Transformers into End-to-End Histopathology Whole Slide Image
- CVPR 2026TVHighlights LLM-Guided Human-Free Collaborative Training for Video Highlight Detection in
- CVPR 2026Twin-T TwintVQA A Reliable Structure-Detail Separating VLM and a
- CVPR 2026U-Mind A Unified Framework for Real-Time Multimodal Interaction with Audiovisual
- CVPR 2026UARE A Unified Vision-Language Model for Image Quality Assessment Restoration
- CVPR 2026UAST Unified Active Search and Tracking for Arbitrary Targets with
- CVPR 2026UCAN Unified Convolutional Attention Network for Expansive Receptive Fields in
- CVPR 2026UCMNet Uncertainty-Aware Context Memory Network for Under-Display Camera Image Restoration
- CVPR 2026UFVideo Towards Unified Fine-Grained Video Cooperative Understanding with Large Language
- CVPR 2026UI-Lens Assessing General MLLMs Potential to Automate UI Display Quality
- CVPR 2026UltraFlux Data-Model Co-Design for High-quality Native 4K Text-to-Image Generation across
- CVPR 2026Ultrasound-CLIP Semantic-Aware Contrastive Pre-training for Ultrasound Image-Text Understanding
- CVPR 2026Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models
- CVPR 2026Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models
- CVPR 2026Uncertainty-guided Compositional Alignment with Part-to-Whole Semantic Representativeness in Hyperbolic Vision-Language
- CVPR 2026Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models
- CVPR 2026Understanding Counting Mechanisms in Large Language and Vision-Language Models
- CVPR 2026Understanding Task Transfer in Vision-Language Models
- CVPR 2026Understanding Temporal Logic Consistency in Video-Language Models through Cross-Modal Attention
- CVPR 2026Uni-Hema Unified Model for Digital Hematopathology
- CVPR 2026UNI-OOD Unified Object- and Image-level Out-of-Distribution Detection via Cross-Context Attentive
- CVPR 2026UNICBench UNIfied Counting Benchmark for MLLM
- CVPR 2026UnicEdit-10M A Dataset and Benchmark Breaking the Scale-Quality Barrier via
- CVPR 2026UniChange Unifying Change Detection with Multimodal Large Language Model
- CVPR 2026UniCompress Token Compression for Unified Vision-Language Understanding and Generation
- CVPR 2026UniDAC Universal Metric Depth Estimation for Any Camera
- CVPR 2026UniDex A Robot Foundation Suite for Universal Dexterous Hand Control
- CVPR 2026UniEdit-I Training-free Image Editing for Unified VLM via Iterative Understanding
- CVPR 2026Unified Generation and Self-Verification for Vision-Language Models via Advantage Decoupled
- CVPR 2026Unified Primitive Proxies for Structured Shape Completion
- CVPR 2026Unified Spatiotemporal Token Compression for Video-LLMs at Ultra-Low Retention
- CVPR 2026UniFusion A Unified Image Fusion Framework with Robust Representation and
- CVPR 2026Unifying Language-Action Understanding and Generation for Autonomous Driving
- CVPR 2026Unifying Perception and Action A Hybrid-Modality Pipeline with Implicit Visual
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。