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 3,075 篇，第 18 / 62 页
- ICLR 2025Arithmetic Transformers Can Length-Generalize in Both Operand Length and Count
- ICLR 2025Articulate-Anything: Automatic Modeling of Articulated Objects via a Vision-Language Foundation Model
- ICLR 2025Asymmetric Factorized Bilinear Operation for Vision Transformer
- ICLR 2025Attribute-based Visual Reprogramming for Vision-Language Models
- ICLR 2025AugKD: Ingenious Augmentations Empower Knowledge Distillation for Image Super-Resolution
- ICLR 2025AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark
- ICLR 2025AutoBencher: Towards Declarative Benchmark Construction
- ICLR 2025Automatic Curriculum Expert Iteration for Reliable LLM Reasoning
- ICLR 2025Autonomous Evaluation of LLMs for Truth Maintenance and Reasoning Tasks
- ICLR 2025Autoregressive Pretraining with Mamba in Vision
- ICLR 2025Backdooring Vision-Language Models with Out-Of-Distribution Data
- ICLR 2025BadRobot: Jailbreaking Embodied LLM Agents in the Physical World
- ICLR 2025Balancing Act: Diversity and Consistency in Large Language Model Ensembles
- ICLR 2025BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games
- ICLR 2025Basis Sharing: Cross-Layer Parameter Sharing for Large Language Model Compression
- ICLR 2025Benchmarking LLMs' Judgments with No Gold Standard
- ICLR 2025Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent
- ICLR 2025Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset
- ICLR 2025Better autoregressive regression with LLMs via regression-aware fine-tuning
- ICLR 2025Better Instruction-Following Through Minimum Bayes Risk
- ICLR 2025Beware of Calibration Data for Pruning Large Language Models
- ICLR 2025Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning
- ICLR 2025Beyond FVD: An Enhanced Evaluation Metrics for Video Generation Distribution Quality
- ICLR 2025Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?
- ICLR 2025Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix
- ICLR 2025Beyond Mere Token Analysis: A Hypergraph Metric Space Framework for Defending Against Socially Engineered LLM Attacks
- ICLR 2025Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification
- ICLR 2025Beyond Next Token Prediction: Patch-Level Training for Large Language Models
- ICLR 2025Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution
- ICLR 2025Beyond Surface Structure: A Causal Assessment of LLMs' Comprehension ability
- ICLR 2025BigDocs: An Open Dataset for Training Multimodal Models on Document and Code Tasks
- ICLR 2025BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models
- ICLR 2025Black Sheep in the Herd: Playing with Spuriously Correlated Attributes for Vision-Language Recognition
- ICLR 2025BlueSuffix: Reinforced Blue Teaming for Vision-Language Models Against Jailbreak Attacks
- ICLR 2025Boltzmann Semantic Score: A Semantic Metric for Evaluating Large Vision Models Using Large Language Models
- ICLR 2025Boosting the visual interpretability of CLIP via adversarial fine-tuning
- ICLR 2025Both Ears Wide Open: Towards Language-Driven Spatial Audio Generation
- ICLR 2025Breaking Mental Set to Improve Reasoning through Diverse Multi-Agent Debate
- ICLR 2025Bridging Compressed Image Latents and Multimodal Large Language Models
- ICLR 2025Bridging Information Asymmetry in Text-video Retrieval: A Data-centric Approach
- ICLR 2025Bridging the Semantic Gap Between Text and Table: A Case Study on NL2SQL
- ICLR 2025BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval
- ICLR 2025Broaden your SCOPE! Efficient Multi-turn Conversation Planning for LLMs with Semantic Space
- ICLR 2025Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences
- ICLR 2025C-CLIP: Multimodal Continual Learning for Vision-Language Model
- ICLR 2025Cafe-Talk: Generating 3D Talking Face Animation with Multimodal Coarse- and Fine-grained Control
- ICLR 2025Calibrating LLMs with Information-Theoretic Evidential Deep Learning
- ICLR 2025CAMEx: Curvature-aware Merging of Experts
- ICLR 2025Can In-context Learning Really Generalize to Out-of-distribution Tasks?
- ICLR 2025Can Knowledge Editing Really Correct Hallucinations?
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。