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 4 / 225 页
- CVPR 2026CARE A Molecular-Guided Foundation Model with Adaptive Region Modeling for
- CVPR 2026CARE What Fails Contrastive Anchored-REflection for Verifiable Multimodal Reasoning
- CVPR 2026CASPA Graph-Structured Concept Anchors for Modality-Agnostic Adaptation in Vision-Language Models
- CVPR 2026CASR A Robust Cyclic Framework for Arbitrary Large-Scale Super-Resolution with
- CVPR 2026CAST Context-Aware Dynamic Latent Space Transformation for Interactive Text-to-Image Retrieval
- CVPR 2026CaST-Bench Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering
- CVPR 2026CaTok Taming Mean Flows for One-Dimensional Causal Image Tokenization
- CVPR 2026CausalLens Sensitivity-Guided Multi-Head Causal Intervention for Hallucination Mitigation in Large
- CVPR 2026CC-VQA Conflict- and Correlation-Aware Method for Mitigating Knowledge Conflict in
- CVPR 2026CCCaption Dual-Reward Reinforcement Learning for Complete and Correct Image Captioning
- CVPR 2026CF-IPT Cross-Modal Fusion Interactive Prompt Tuning of Vision-Language Pre-Trained Model
- CVPR 2026CG-Reasoner Centroid-Guided Positional Reasoning Segmentation for Medical Imaging with a
- CVPR 2026Chain of Event-Centric Causal Thought for Physically Plausible Video Generation
- CVPR 2026Chain of World World Model Thinking in Latent Motion
- CVPR 2026Chain-of-Frames Advancing Video Understanding in Multimodal LLMs via Frame-Aware Reasoning
- CVPR 2026Chain-of-Models Pre-Training Rethinking Training Acceleration of Vision Foundation Models
- CVPR 2026ChangeBridge Spatiotemporal Image Generation with Multimodal Controls for Remote Senisng
- CVPR 2026ChartNet A Million-Scale High-Quality Multimodal Dataset for Robust Chart Understanding
- CVPR 2026ChartR Evaluating Reasoning Accuracy and Robustness in Chart Question Answering
- CVPR 2026ChordEdit One-Step Low-Energy Transport for Image Editing
- CVPR 2026CI-VID A Coherent Interleaved Text-Video Dataset
- CVPR 2026CICA Coupling Confidence-Aware Pretraining with Confidence-Informed Attention for Robust Multimodal
- CVPR 2026CIGMA Causal Information-Gain Mechanistic Attribution of Attention Heads in Vision
- CVPR 2026CineBrain A Large-Scale Multi-Modal Audiovisual Brain Dataset for Brain-Conditioned Video
- CVPR 2026CineScene Implicit 3D as Effective Scene Representation for Cinematic Video
- CVPR 2026CineSRD Leveraging Visual Acoustic and Linguistic Cues for Open-World Visual
- CVPR 2026Clair Obscur an Illumination-Aware Method for Real-World Image Vectorization
- CVPR 2026CLAY Conditional Visual Similarity Modulation in Vision-Language Embedding Space
- CVPR 2026CLCR Cross-Level Semantic Collaborative Representation for Multimodal Learning
- CVPR 2026CLEP Contrastive Language-Pose Pretraining
- CVPR 2026Clinically-Grounded Counterfactual Reasoning for Medical Video Diagnosis
- CVPR 2026CLIP Is Shortsighted Paying Attention Beyond the First Sentence
- CVPR 2026CLIP-like Model as a Foundational Density Ratio Estimator
- CVPR 2026CLIPoint3D Language-Grounded Few-Shot Unsupervised 3D Point Cloud Domain Adaptation
- CVPR 2026CLiViS Unleashing Cognitive Map through Linguistic-Visual Synergy for Embodied Visual
- CVPR 2026Cluster-Aware Neural Collapse Prompt Tuning for Long-Tailed Generalization of Vision-Language
- CVPR 2026Cluster-Wise Spatio-Temporal Masking for Efficient Video-Language Pretraining
- CVPR 2026CMR-RD Long-Tailed Adaptive VLM for Explainable CMR Diagnosis
- CVPR 2026CoCoVideo The High-Quality Commercial-Model-Based Contrastive Benchmark for AI-Generated Video Detection
- CVPR 2026CoD A Diffusion Foundation Model for Image Compression
- CVPR 2026CodeDance A Dynamic Tool-integrated MLLM for Executable Visual Reasoning
- CVPR 2026CodeV Code with Images for Faithful Visual Reasoning via Tool-Aware
- CVPR 2026CoFiDA-M Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference
- CVPR 2026CogDriver Integrating Cognitive Inertia for Temporally Coherent Planning in Autonomous
- CVPR 2026CoIn Coverage and Informativeness-Guided Token Reduction for Efficient Large Multimodal
- CVPR 2026ColaVLA Leveraging Cognitive Latent Reasoning for Hierarchical Parallel Trajectory Planning
- CVPR 2026Collaborative Multi-Mode Pruning for Vision-Language Models
- CVPR 2026CoLoR The Devil is in Scene Coordinate Regression for Large-Scale
- CVPR 2026Common Inpainted Objects In-N-Out of Context
- CVPR 2026Complementary Prototype Mapping for Efficient Multimodal Anomaly Detection
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。