仿真到真实论文趋势 2023–2026

迁移与域随机化

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 629 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

仿真到真实论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202357183252159
202434203757148
202533161851118
202675333363204

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

全部仿真到真实论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 628 篇，第 9 / 13 页

  1. ICML 2024Adaptive Conformal Inference by Betting
  2. ICML 2024Adversarially Robust Hypothesis Transfer Learning
  3. ICML 2024ALERT-Transformer: Bridging Asynchronous and Synchronous Machine Learning for Real-Time Event-based Spatio-Temporal Data
  4. ICML 2024Ameliorate Spurious Correlations in Dataset Condensation
  5. ICML 2024Automating the Selection of Proxy Variables of Unmeasured Confounders
  6. ICML 2024CCM: Real-Time Controllable Visual Content Creation Using Text-to-Image Consistency Models
  7. ICML 2024Centralized Selection with Preferences in the Presence of Biases
  8. ICML 2024Copula-Nested Spectral Kernel Network
  9. ICML 2024Deletion-Anticipative Data Selection with a Limited Budget
  10. ICML 2024Distributionally Robust Data Valuation
  11. ICML 2024Domain Generalisation via Imprecise Learning
  12. ICML 2024Domain-wise Data Acquisition to Improve Performance under Distribution Shift
  13. ICML 2024Dynamic Correlation Clustering in Sublinear Update Time
  14. ICML 2024Dynamic Facility Location in High Dimensional Euclidean Spaces
  15. ICML 2024Equilibrium of Data Markets with Externality
  16. ICML 2024EvIL: Evolution Strategies for Generalisable Imitation Learning
  17. ICML 2024EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs
  18. ICML 2024Fourier Controller Networks for Real-Time Decision-Making in Embodied Learning
  19. ICML 2024GATE: How to Keep Out Intrusive Neighbors
  20. ICML 2024Generalization Analysis of Deep Non-linear Matrix Completion
  21. ICML 2024Learning to Continually Learn with the Bayesian Principle
  22. ICML 2024Minimum-Norm Interpolation Under Covariate Shift
  23. ICML 2024Offline Training of Language Model Agents with Functions as Learnable Weights
  24. ICML 2024On Hypothesis Transfer Learning of Functional Linear Models
  25. ICML 2024On the Tractability of SHAP Explanations under Markovian Distributions
  26. ICML 2024Pluvial Flood Emulation with Hydraulics-informed Message Passing
  27. ICML 2024Position: Automatic Environment Shaping is the Next Frontier in RL
  28. ICML 2024Rethinking Transformers in Solving POMDPs
  29. ICML 2024Smoothness Adaptive Hypothesis Transfer Learning
  30. ICML 2024State-Free Inference of State-Space Models: The *Transfer Function* Approach
  31. ICML 2024Superpoint Gaussian Splatting for Real-Time High-Fidelity Dynamic Scene Reconstruction
  32. ICML 2024Tell, Don't Show: Language Guidance Eases Transfer Across Domains in Images and Videos
  33. ICML 2024The Illusion of State in State-Space Models
  34. ICML 2024TravelPlanner: A Benchmark for Real-World Planning with Language Agents
  35. ICML 2024When is Transfer Learning Possible?
  36. NeurIPS 2024A Practitioner's Guide to Real-World Continual Multimodal Pretraining
  37. NeurIPS 2024A Retrospective on the Robot Air Hockey Challenge: Benchmarking Robust, Reliable, and Safe Learning Techniques for Real-world Robotics
  38. NeurIPS 2024Covariate Shift Corrected Conditional Randomization Test
  39. NeurIPS 2024DetectRL: Benchmarking LLM-Generated Text Detection in Real-World Scenarios
  40. NeurIPS 2024DiffuserLite: Towards Real-time Diffusion Planning
  41. NeurIPS 2024EASI: Evolutionary Adversarial Simulator Identification for Sim-to-Real Transfer
  42. NeurIPS 2024EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
  43. NeurIPS 2024FashionR2R: Texture-preserving Rendered-to-Real Image Translation with Diffusion Models
  44. NeurIPS 2024HairFastGAN: Realistic and Robust Hair Transfer with a Fast Encoder-Based Approach
  45. NeurIPS 2024Hamiltonian Monte Carlo on ReLU Neural Networks is Inefficient
  46. NeurIPS 2024Humanoid Locomotion as Next Token Prediction
  47. NeurIPS 2024Infusing Synthetic Data with Real-World Patterns for Zero-Shot Material State Segmentation
  48. NeurIPS 2024NewTerm: Benchmarking Real-Time New Terms for Large Language Models with Annual Updates
  49. NeurIPS 2024Noise-Aware Differentially Private Regression via Meta-Learning
  50. NeurIPS 2024Overcoming the Sim-to-Real Gap: Leveraging Simulation to Learn to Explore for Real-World RL

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 查仿真到真实在 CVPR 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": "sim-to-real"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇仿真到真实论文？
共 629 篇，按年份分别是 2023 年 159 篇、2024 年 148 篇、2025 年 118 篇、2026 年 204 篇。
NeurIPS 2026 有多少篇仿真到真实论文？
NeurIPS 2026 有 75 篇仿真到真实论文，上一届是 33 篇。
ICLR 2026 有多少篇仿真到真实论文？
ICLR 2026 有 33 篇仿真到真实论文，上一届是 16 篇。
ICML 2026 有多少篇仿真到真实论文？
ICML 2026 有 33 篇仿真到真实论文，上一届是 18 篇。
CVPR 2026 有多少篇仿真到真实论文？
CVPR 2026 有 63 篇仿真到真实论文，上一届是 51 篇。
哪个会议的仿真到真实论文最多？
CVPR，2023–2026 年共 223 篇。

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