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 5,190 篇，第 37 / 104 页
- ICLR 2026From Vicious to Virtuous Cycles: Synergistic Representation Learning for Unsupervised Video Object-Centric Learning
- ICLR 2026Front-Loading Reasoning: The Synergy between Pretraining and Post-Training Data
- ICLR 2026FSA: An Alternative Efficient Implementation of Native Sparse Attention Kernel
- ICLR 2026Fusing Pixels and Genes: Spatially-Aware Learning in Computational Pathology
- ICLR 2026FZOO: Fast Zeroth-Order Optimizer for Fine‑Tuning Large Language Models towards Adam‑Scale Speed
- ICLR 2026G-reasoner: Foundation Models for Unified Reasoning over Graph-structured Knowledge
- ICLR 2026GarmentGPT: Compositional Garment Pattern Generation via Discrete Latent Tokenization
- ICLR 2026Generalizable Coarse-to-Fine Robot Manipulation via Language-Aligned 3D Keypoints
- ICLR 2026Generalizable Heuristic Generation Through LLMs with Meta-Optimization
- ICLR 2026Generative Universal Verifier as Multimodal Meta-Reasoner
- ICLR 2026Genie Envisioner: A Unified World Foundation Platform for Robotic Manipulation
- ICLR 2026GeoBench: Rethinking Multimodal Geometric Problem-Solving via Hierarchical Evaluation
- ICLR 2026GeoDiv: Framework for Measuring Geographical Diversity in Text-to-Image Models
- ICLR 2026GeoGramBench: Benchmarking the Geometric Program Reasoning in Modern LLMs
- ICLR 2026Geometric Constraints for Small Language Models to Understand and Expand Scientific Taxonomies
- ICLR 2026Geometry of Uncertainty: Learning Metric Spaces for Multimodal State Estimation in RL
- ICLR 2026GeoPurify: A Data-Efficient Geometric Distillation Framework for Open-Vocabulary 3D Segmentation
- ICLR 2026Get RICH or Die Scaling: Profitably Trading Inference Compute for Robustness
- ICLR 2026GHOST: Hallucination-Inducing Image Generation for Multimodal LLMs
- ICLR 2026GhostEI-Bench: Do Mobile Agent Resilience to Environmental Injection in Dynamic On-Device Environments?
- ICLR 2026GIQ: Benchmarking 3D Geometric Reasoning of Vision Foundation Models with Simulated and Real Polyhedra
- ICLR 2026GIR-Bench: Versatile Benchmark for Generating Images with Reasoning
- ICLR 2026GIT-BO: High-Dimensional Bayesian Optimization with Tabular Foundation Models
- ICLR 2026Glance for Context: Learning When to Leverage LLMs for Node-Aware GNN-LLM Fusion
- ICLR 2026Global-Recent Semantic Reasoning on Dynamic Text-Attributed Graphs with Large Language Models
- ICLR 2026GneissWeb: Preparing High Quality Data for LLMs at Scale
- ICLR 2026GNN-as-Judge: Unleashing the Power of LLMs for Graph Few-shot Semi-supervised Learning with GNN Feedback
- ICLR 2026Go Beyond Earth: Understanding Human Actions and Scenes in Microgravity Environments
- ICLR 2026GoT-R1: Unleashing Reasoning Capability of Autoregressive Visual Generation with Reinforcement Learning
- ICLR 2026GPG: A Simple and Strong Reinforcement Learning Baseline for Model Reasoning
- ICLR 2026GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models
- ICLR 2026GPTailor: Large Language Model Pruning Through Layer Cutting and Stitching
- ICLR 2026GradPruner: Gradient-guided Layer Pruning Enabling Efficient Fine-Tuning and Inference for LLMs
- ICLR 2026GRAM-DTI: Adaptive Multimodal Representation Learning for Drug–Target Interaction Prediction
- ICLR 2026GranViT: A Fine-Grained Vision Model With Autoregressive Perception For MLLMs
- ICLR 2026Graph Signal Processing Meets Mamba2: Adaptive Filter Bank via Delta Modulation
- ICLR 2026Graph Tokenization for Bridging Graphs and Transformers
- ICLR 2026GraphShield: Graph-Theoretic Modeling of Network-Level Dynamics for Robust Jailbreak Detection
- ICLR 2026Grasp Any Region: Prompting MLLM to Understand the Dense World
- ICLR 2026Ground Slow, Move Fast: A Dual-System Foundation Model for Generalizable Vision-Language Navigation
- ICLR 2026Grounding Generative Planners in Verifiable Logic: A Hybrid Architecture for Trustworthy Embodied AI
- ICLR 2026Grounding or Guessing? Visual Signals for Detecting Hallucinations in Sign Language Translation
- ICLR 2026Grounding-IQA: Grounding Multimodal Language Model for Image Quality Assessment
- ICLR 2026GTA1: GUI Test-time Scaling Agent
- ICLR 2026GTool: Graph Enhanced Tool Planning with Large Language Model
- ICLR 2026GTR-Bench: Evaluating Geo-Temporal Reasoning in Vision-Language Models
- ICLR 2026GuardAlign: Robust Safety Alignment in Multimodal Large Language Models
- ICLR 2026GUI-Shift: Enhancing VLM-Based GUI Agents through Self-supervised Reinforcement Learning
- ICLR 2026Guided Query Refinement: Multimodal Hybrid Retrieval with Test-Time Optimization
- ICLR 2026Guided Speculative Inference for Efficient Test-Time Alignment of 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。