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 1,074 篇，第 9 / 22 页
- NeurIPS 2025Human-assisted Robotic Policy Refinement via Action Preference Optimization
- NeurIPS 2025HumanoidGen: Data Generation for Bimanual Dexterous Manipulation via LLM Reasoning
- NeurIPS 2025Hyper-Modality Enhancement for Multimodal Sentiment Analysis with Missing Modalities
- NeurIPS 2025Hyperphantasia: A Benchmark for Evaluating the Mental Visualization Capabilities of Multimodal LLMs
- NeurIPS 2025HypoBootstrap: A Bootstrapping Framework for Inductive Reasoning
- NeurIPS 2025IF-Guide: Influence Function-Guided Detoxification of LLMs
- NeurIPS 2025iFinder: Structured Zero-Shot Vision-Based LLM Grounding for Dash-Cam Video Reasoning
- NeurIPS 2025IGD: Token Decisiveness Modeling via Information Gain in LLMs for Personalized Recommendation
- NeurIPS 2025Image as a World: Generating Interactive World from Single Image via Panoramic Video Generation
- NeurIPS 2025Image Token Matters: Mitigating Hallucination in Discrete Tokenizer-based Large Vision-Language Models via Latent Editing
- NeurIPS 2025ImageSentinel: Protecting Visual Datasets from Unauthorized Retrieval-Augmented Image Generation
- NeurIPS 2025ImgEdit: A Unified Image Editing Dataset and Benchmark
- NeurIPS 2025Implicit Modeling for Transferability Estimation of Vision Foundation Models
- NeurIPS 2025Impromptu VLA: Open Weights and Open Data for Driving Vision-Language-Action Models
- NeurIPS 2025Improve Temporal Reasoning in Multimodal Large Language Models via Video Contrastive Decoding
- NeurIPS 2025Improved Algorithms for Overlapping and Robust Clustering of Edge-Colored Hypergraphs: An LP-Based Combinatorial Approach
- NeurIPS 2025Improved Bounds for Swap Multicalibration and Swap Omniprediction
- NeurIPS 2025Improved Training Technique for Shortcut Models
- NeurIPS 2025Improving Deep Learning for Accelerated MRI With Data Filtering
- NeurIPS 2025Improving Formal Reasoning of Transformer with State Stack
- NeurIPS 2025Improving Task-Specific Multimodal Sentiment Analysis with General MLLMs via Prompting
- NeurIPS 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Prompting
- NeurIPS 2025In-Context Compositional Learning vis Sparse Coding Transformer
- NeurIPS 2025IndEgo: A Dataset of Industrial Scenarios and Collaborative Work for Egocentric Assistants
- NeurIPS 2025IneqSearch: Hybrid Reasoning for Olympiad Inequality Proofs
- NeurIPS 2025InfantAgent-Next: A Multimodal Generalist Agent for Automated Computer Interaction
- NeurIPS 2025Inference of Whole Brain Electrophysiological Networks Through Multimodal Integration of Simultaneous Scalp and Intracranial EEG
- NeurIPS 2025InfiFPO: Implicit Model Fusion via Preference Optimization in Large Language Models
- NeurIPS 2025InfiniPot-V: Memory-Constrained KV Cache Compression for Streaming Video Understanding
- NeurIPS 2025InfMasking: Unleashing Synergistic Information by Contrastive Multimodal Interactions
- NeurIPS 2025InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts
- NeurIPS 2025Inner Speech as Behavior Guides: Steerable Imitation of Diverse Behaviors for Human-AI coordination
- NeurIPS 2025INST-IT: Boosting Instance Understanding via Explicit Visual Prompt Instruction Tuning
- NeurIPS 2025Instance-Level Composed Image Retrieval
- NeurIPS 2025Instant Video Models: Universal Adapters for Stabilizing Image-Based Networks
- NeurIPS 2025InstructSAM: A Training-free Framework for Instruction-Oriented Remote Sensing Object Recognition
- NeurIPS 2025Intend to Move: A Multimodal Dataset for Intention-Aware Human Motion Understanding
- NeurIPS 2025Interactive Anomaly Detection for Articulated Objects via Motion Anticipation
- NeurIPS 2025Interpreting Arithmetic Reasoning in Large Language Models using Game-Theoretic Interactions
- NeurIPS 2025Intervene-All-Paths: Unified Mitigation of LVLM Hallucinations across Alignment Formats
- NeurIPS 2025Introducing FOReCAst: The Future Outcome Reasoning and Confidence Assessment Benchmark
- NeurIPS 2025Inv-Entropy: A Fully Probabilistic Framework for Uncertainty Quantification in Language Models
- NeurIPS 2025IR-OptSet: An Optimization-Sensitive Dataset for Advancing LLM-Based IR Optimizer
- NeurIPS 2025IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering
- NeurIPS 2025IRRISIGHT: A Large-Scale Multimodal Dataset and Scalable Pipeline to Address Irrigation and Water Management in Agriculture
- NeurIPS 2025Is the acquisition worth the cost? Surrogate losses for Consistent Two-stage Classifiers
- NeurIPS 2025Is This Tracker On? A Benchmark Protocol for Dynamic Tracking
- NeurIPS 2025Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning
- NeurIPS 2025JailBound: Jailbreaking Internal Safety Boundaries of Vision-Language Models
- NeurIPS 2025Jailbreak-AudioBench: In-Depth Evaluation and Analysis of Jailbreak Threats for Large Audio Language Models
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。