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 3 / 67 页
- CVPR 2026Beyond Sequential Tools A Unified VLM Agent System for Photographic
- CVPR 2026Beyond Single Images A Comprehensive Benchmark for Album-Level Vision-Language Understanding
- CVPR 2026Beyond Single Solution Multi-Hypothesis Deep Unfolding Network for Image Compressive
- CVPR 2026Beyond Static Frames Temporal Aggregate-and-Restore Vision Transformer for Human Pose
- CVPR 2026Beyond Strict Pairing Arbitrarily Paired Training for High-Performance Infrared and
- CVPR 2026Beyond Success Refining Elegant Robot Manipulation from Mixed-Quality Data via
- CVPR 2026Beyond the Global Scores Fine-Grained Token Grounding as a Robust
- CVPR 2026Beyond the Ground Truth Enhanced Supervision for Image Restoration
- CVPR 2026Beyond the Static-World Lifelong Learning for All-in-One Medical Image Restoration
- CVPR 2026Beyond Whats Shared Recovering Lost Unique Information from Intermediate Layers
- CVPR 2026Bi-Bridge Bidirectional Diffusion Bridges for Low-Light Image Enhancement
- CVPR 2026Bias Is a Subspace Not a Coordinate A Geometric Rethinking
- CVPR 2026Bidirectional Multimodal Prompt Learning with Scale-Aware Training for Few-Shot Multi-Class
- CVPR 2026BiEvLight Bi-level Learning of Task-Aware Event Refinement for Low-Light Image
- CVPR 2026BiGMINT Biologically-guided Hierarchical Multimodal Integration for Modeling Multiple Compound Activities
- CVPR 2026Bilevel Layer-Positioning LoRA for Real Image Dehazing
- CVPR 2026BinaryAttention One-Bit QK-Attention for Vision and Diffusion Transformers
- CVPR 2026BiomedCCPL Causal Conditional Prompt Learning for Biomedical Vision-Language Models
- CVPR 2026BiOTPrompt Bidirectional Optimal Transport Guided Prompting for Disease Evolution-aware Radiology
- CVPR 2026BioVITA Biological Dataset Model and Benchmark for Visual-Textual-Acoustic Alignment
- CVPR 2026BIT Matching-based Bi-directional Interaction Transformation Network for Visible-Infrared Person Re-Identification
- CVPR 2026Blink Dynamic Visual Token Resolution for Enhanced Multimodal Understanding
- CVPR 2026Boosting Document Parsing Efficiency and Performance with Coarse-to-Fine Visual Processing
- CVPR 2026Boosting Reasoning in Large Multimodal Models via Activation Replay
- CVPR 2026Boosting Vision-Language Models Towards Cross-Domain Incremental Object Detection
- CVPR 2026Boosting Vision-Language-Action Finetuning with Feasible Action Neighborhood Prior
- CVPR 2026BOP-ASK Object-Interaction Reasoning for Vision-Language Models
- CVPR 2026Breaking Multimodal LLM Safety via Video-Driven Prompting
- CVPR 2026Breaking Semantic Boundaries Distribution-Guided Semantic Exploration for Creative Generation
- CVPR 2026Breaking the Continuum Discrete Distribution Learning for Structural MRI Reconstruction
- CVPR 2026Breaking the Illusion When Positive Meets Negative in Multimodal Decoding
- CVPR 2026Breaking the Regional Perception Bottleneck of Multimodal Large Language Models
- CVPR 2026Brewing Stronger Features Dual-Teacher Distillation for Multispectral Earth Observation
- CVPR 2026BridgeEQA Virtual Embodied Agents for Real Bridge Inspections
- CVPR 2026Bridging Brain and Semantics A Hierarchical Framework for Semantically Enhanced
- CVPR 2026Bridging Domain Expertise and Generalization for Performance Estimation
- CVPR 2026Bridging Fidelity-Reality with Controllable One-Step Diffusion for Image Super-Resolution
- CVPR 2026Bridging Pixels and Words Mask-Aware Local Semantic Fusion for Multimodal
- CVPR 2026Bridging the 2D-3D Gap A Hierarchical Semantic-Geometric Map for Vision
- CVPR 2026Bringing Your Portrait to 3D Presence
- CVPR 2026Building Robust Vision Encoders for Cross-Dataset Evaluation in Immunofluorescent Microscopy
- CVPR 2026CADFS A Big CAD Program Dataset and Framework for Computer-Aided
- CVPR 2026Camera Control for Text-to-Image Generation via Learning Viewpoint Tokens
- CVPR 2026Can a Second-View Image Be a Language Geometric and Semantic
- CVPR 2026Can Natural Image Autoencoders Compactly Tokenize fMRI Volumes for Long-Range
- CVPR 2026Can You Learn to See Without Images Procedural Warm-Up for
- CVPR 2026CapNav Benchmarking Vision Language Models on Capability-conditioned Indoor Navigation
- CVPR 2026CAPT Confusion-Aware Prompt Tuning for Reducing Vision-Language Misalignment
- CVPR 2026CaptionFormer Unified Segmentation Tracking and Captioning for Spatio-Temporal Objects
- CVPR 2026CAR-SAM Cross-Attention Reconstruction for Post-Training Quantization of the Segment Anything
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。