世界模型论文趋势 2023–2026

主要结论

• 世界模型论文从 2023 年的 23 篇增长到 2026 年的 250 篇，三年间扩大到约 11 倍。
• NeurIPS 是发世界模型论文最多的会议，2023–2026 年共 159 篇，占四个会议总量的 37%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 34 篇。
• 在「前沿系统」的 4 个主题里，它的 2026 年论文数排第 4；同组增长最快的AI 智能体是 12 倍，世界模型是 11 倍。

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 2026A Hierarchical World Model for Driving
• ICML 2026A Deep Learning Model of Mental Rotation Informed by Interactive VR Experiments
• ICLR 2026Astra: General Interactive World Model with Autoregressive Denoising
• CVPR 2026Active Intelligence in Video Avatars via Closed-loop World Modeling
• NeurIPS 2025COME: Adding Scene-Centric Forecasting Control to Occupancy World Model
• ICML 2025A Causal World Model Underlying Next Token Prediction: Exploring GPT in a Controlled Environment
• ICLR 2025AdaWM: Adaptive World Model based Planning for Autonomous Driving
• CVPR 2025DIO: Decomposable Implicit 4D Occupancy-Flow World Model
• NeurIPS 2024A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data
• ICML 20243D-VLA: A 3D Vision-Language-Action Generative World Model
• ICLR 2024Copilot4D: Learning Unsupervised World Models for Autonomous Driving via Discrete Diffusion
• CVPR 2024DriveWorld: 4D Pre-trained Scene Understanding via World Models for Autonomous Driving
• NeurIPS 2023Action Inference by Maximising Evidence: Zero-Shot Imitation from Observation with World Models
• ICML 2023Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling
• ICLR 2023Dynamic Update-to-Data Ratio: Minimizing World Model Overfitting
• NeurIPS 2026A World Model of Radiologist Reading for Medical Image Representation Learning
• ICML 2026Behavior-Invariant Task Representation Learning with Transformer-based World Models for Offline Meta-Reinforcement Learning
• ICLR 2026Building spatial world models from sparse transitional episodic memories
• CVPR 2026Chain of World World Model Thinking in Latent Motion
• NeurIPS 2025DMWM: Dual-Mind World Model with Long-Term Imagination

全部世界模型论文

共 46 篇，第 1 / 1 页

1. CVPR 2024DriveWorld: 4D Pre-trained Scene Understanding via World Models for Autonomous Driving
2. CVPR 2024Driving into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous Driving
3. CVPR 2024ReCoRe: Regularized Contrastive Representation Learning of World Model
4. CVPR 2024UnO: Unsupervised Occupancy Fields for Perception and Forecasting
5. ICLR 2024Copilot4D: Learning Unsupervised World Models for Autonomous Driving via Discrete Diffusion
6. ICLR 2024Grounding Multimodal Large Language Models to the World
7. ICLR 2024Learning Hierarchical World Models with Adaptive Temporal Abstractions from Discrete Latent Dynamics
8. ICLR 2024Locality Sensitive Sparse Encoding for Learning World Models Online
9. ICLR 2024MAMBA: an Effective World Model Approach for Meta-Reinforcement Learning
10. ICLR 2024Mastering Memory Tasks with World Models
11. ICLR 2024Neurosymbolic Grounding for Compositional World Models
12. ICLR 2024Reward-Free Curricula for Training Robust World Models
13. ICLR 2024Robust agents learn causal world models
14. ICLR 2024SafeDreamer: Safe Reinforcement Learning with World Models
15. ICLR 2024TD-MPC2: Scalable, Robust World Models for Continuous Control
16. ICML 20243D-VLA: A 3D Vision-Language-Action Generative World Model
17. ICML 2024AD3: Implicit Action is the Key for World Models to Distinguish the Diverse Visual Distractors
18. ICML 2024Do Transformer World Models Give Better Policy Gradients?
19. ICML 2024Efficient World Models with Context-Aware Tokenization
20. ICML 2024Genie: Generative Interactive Environments
21. ICML 2024HarmonyDream: Task Harmonization Inside World Models
22. ICML 2024Hieros: Hierarchical Imagination on Structured State Space Sequence World Models
23. ICML 2024Improving Token-Based World Models with Parallel Observation Prediction
24. ICML 2024Learning Latent Dynamic Robust Representations for World Models
25. ICML 2024Learning to Model the World With Language
26. ICML 2024Learning to Play Atari in a World of Tokens
27. ICML 2024RoboDreamer: Learning Compositional World Models for Robot Imagination
28. NeurIPS 2024A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data
29. NeurIPS 2024Diffusion for World Modeling: Visual Details Matter in Atari
30. NeurIPS 2024DrivingDojo Dataset: Advancing Interactive and Knowledge-Enriched Driving World Model
31. NeurIPS 2024Evaluating the World Model Implicit in a Generative Model
32. NeurIPS 2024Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search
33. NeurIPS 2024GenRL: Multimodal-foundation world models for generalization in embodied agents
34. NeurIPS 2024Grounded Answers for Multi-agent Decision-making Problem through Generative World Model
35. NeurIPS 2024In-Context Symmetries: Self-Supervised Learning through Contextual World Models
36. NeurIPS 2024iVideoGPT: Interactive VideoGPTs are Scalable World Models
37. NeurIPS 2024Learning World Models for Unconstrained Goal Navigation
38. NeurIPS 2024Leveraging Separated World Model for Exploration in Visually Distracted Environments
39. NeurIPS 2024Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning
40. NeurIPS 2024Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement
41. NeurIPS 2024Operator World Models for Reinforcement Learning
42. NeurIPS 2024PIVOT-R: Primitive-Driven Waypoint-Aware World Model for Robotic Manipulation
43. NeurIPS 2024Policy-shaped prediction: avoiding distractions in model-based reinforcement learning
44. NeurIPS 2024Simplifying Latent Dynamics with Softly State-Invariant World Models
45. NeurIPS 2024Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability
46. NeurIPS 2024WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment

常见问题

2023–2026 年四大会议一共有多少篇世界模型论文？

共 425 篇，按年份分别是 2023 年 23 篇、2024 年 46 篇、2025 年 106 篇、2026 年 250 篇。

NeurIPS 2026 有多少篇世界模型论文？

NeurIPS 2026 有 85 篇世界模型论文，上一届是 42 篇。

ICLR 2026 有多少篇世界模型论文？

ICLR 2026 有 56 篇世界模型论文，上一届是 24 篇。

ICML 2026 有多少篇世界模型论文？

ICML 2026 有 69 篇世界模型论文，上一届是 27 篇。

CVPR 2026 有多少篇世界模型论文？

CVPR 2026 有 40 篇世界模型论文，上一届是 13 篇。

哪个会议的世界模型论文最多？

NeurIPS，2023–2026 年共 159 篇。