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 22 / 225 页
- CVPR 2026SHands A Multi-View Dataset and Benchmark for Surgical Hand-Gesture and
- CVPR 2026Shape-of-You Fused Gromov-Wasserstein Optimal Transport for Semantic Correspondence in-the-Wild
- CVPR 2026ShelfOcc Native 3D Supervision beyond LiDAR for Vision-Based Occupancy Estimation
- CVPR 2026ShiftLUT Spatial Shift Enhanced Look-Up Tables for Efficient Image Restoration
- CVPR 2026SIF Semantically In-Distribution Fingerprints for Large Vision-Language Models
- CVPR 2026SigLino Efficient Multi-Teacher Distillation for Agglomerative Vision Foundation Models
- CVPR 2026SimLBR Learning to Detect Fake Images by Learning to Detect
- CVPR 2026SIMPACT Simulation-Enabled Action Planning using Vision-Language Models
- CVPR 2026Simple-ViLMedSAM Simple Text Prompts Meet Vision-Language Models for Medical Image
- CVPR 2026SineProject Machine Unlearning for Stable Vision-Language Alignment
- CVPR 2026SIR Structured Image Representations for Explainable Robot Learning
- CVPR 2026SketchDeco Training-Free Latent Composition for Precise Sketch Colourisation
- CVPR 2026SketchRevive Fine-Grained Pixel-to-Vector Sketch Completion with Diffusion-Prior-Guided Multimodal LLMs
- CVPR 2026Skyra AI-Generated Video Detection via Grounded Artifact Reasoning
- CVPR 2026SLARM Streaming and Language-Aligned Reconstruction Model for Dynamic Scenes
- CVPR 2026SMAP Semantic Route Planning with Map-Grounded Multimodal Alignment
- CVPR 2026SO-Bench A Structural Output Evaluation of Multimodal LLM
- CVPR 2026SoC Semantic Orthogonal Calibration for Test-Time Prompt Tuning
- CVPR 2026SoccerMaster A Vision Foundation Model for Soccer Understanding
- CVPR 2026Socratic-Geo Synthetic Data Generation and Cross-Modal Geometric Reasoning via Multi-Agent
- CVPR 2026Soft Modality-Guided Expert Specialization in MoE-VLMs
- CVPR 2026SoliReward Mitigating Susceptibility to Reward Hacking and Annotation Noise in
- CVPR 2026SoPE Spherical Coordinate-Based Positional Embedding for Enhancing Spatial Perception of
- CVPR 2026SOTA Self-adaptive Optimal Transport for Zero-Shot Classification with Multiple Foundation
- CVPR 2026Soul Breathe Life into Digital Human for High-fidelity Long-term Multimodal
- CVPR 2026SpaceDrive Infusing Spatial Awareness into VLM-based Autonomous Driving
- CVPR 2026SpaceMind Camera-Guided Modality Fusion for Spatial Reasoning in Vision-Language Models
- CVPR 2026SPAR Single-Pass Any-Resolution ViT for Open-vocabulary Segmentation
- CVPR 2026SPARK Sim-ready Part-level Articulated Reconstruction with VLM Knowledge
- CVPR 2026SPARROW Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded
- CVPR 2026Sparse Spectral LoRA Routed Experts for Medical VLMs
- CVPR 2026Sparsely Timing the Change A Spiking Temporal Framework for Remote
- CVPR 2026Spatial-Aware VLA Pretraining through Visual-Physical Alignment from Human Videos
- CVPR 2026Spatial-Frequency Collaborative Learning for Occluded Visible-Infrared Person Re-Identification
- CVPR 2026Spatial-SSRL Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning
- CVPR 2026SpatiaLQA A Benchmark for Evaluating Spatial Logical Reasoning in Vision-Language
- CVPR 2026SpatialReward Verifiable Spatial Reward Modeling for Fine-Grained Spatial Consistency in
- CVPR 2026SpatialStack Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning
- CVPR 2026Spatio-Temporal Conditional Denoising Transformer for Modality-Missing RGBT Tracking
- CVPR 2026SPEAR-1 Scaling Beyond Robot Demonstrations via 3D Understanding
- CVPR 2026Spectrally Distilled Representations Aligned with Instruction-Augmented LLMs for Satellite Imagery
- CVPR 2026Spk2VidNet A Hierarchical Recurrent Architecture for High-Fidelity Video Reconstruction from
- CVPR 2026SPOT Spatiotemporal Prompt Optimization for Motion-Stabilized MLLM-Guided Video Segmentation
- CVPR 2026Spot The Ball A Benchmark for Visual Social Inference
- CVPR 2026SRPO Self-Referential Policy Optimization for Vision-Language-Action Models
- CVPR 2026Stabilizing Streaming Video Geometry via Dynamic Feature Normalization
- CVPR 2026Stable and Efficient Single-Rollout RL for Multimodal Reasoning
- CVPR 2026Stand-In A Lightweight and Plug-and-Play Identity Control for Video Generation
- CVPR 2026STAR Test-Time Adaptation Can Enhance Universal Prompt Learning for Vision-Language
- CVPR 2026STAR-R1 Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs
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。