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 7 / 13 页

  1. NeurIPS 2025Inductive Domain Transfer In Misspecified Simulation-Based Inference
  2. NeurIPS 2025IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
  3. NeurIPS 2025Lattice Boltzmann Model for Learning Real-World Pixel Dynamicity
  4. NeurIPS 2025Learning Generalizable Shape Completion with SIM(3) Equivariance
  5. NeurIPS 2025MIRA: Medical Time Series Foundation Model for Real-World Health Data
  6. NeurIPS 2025Mixed-Sample SGD: an End-to-end Analysis of Supervised Transfer Learning
  7. NeurIPS 2025MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem
  8. NeurIPS 2025Optical Coherence Tomography Harmonization with Anatomy-Guided Latent Metric Schrödinger Bridges
  9. NeurIPS 2025Real-DRL: Teach and Learn in Reality
  10. NeurIPS 2025Real-Time Hyper-Personalized Generative AI Should Be Regulated to Prevent the Rise of "Digital Heroin"
  11. NeurIPS 2025Real-Time Scene-Adaptive Tone Mapping for High-Dynamic Range Object Detection
  12. NeurIPS 2025Real-World Reinforcement Learning of Active Perception Behaviors
  13. NeurIPS 2025Sim-LLM: Optimizing LLM Inference at the Edge through Inter-Task KV Reuse
  14. NeurIPS 2025SPiDR: A Simple Approach for Zero-Shot Safety in Sim-to-Real Transfer
  15. NeurIPS 2025SRSR: Enhancing Semantic Accuracy in Real-World Image Super-Resolution with Spatially Re-Focused Text-Conditioning
  16. NeurIPS 2025TimE: A Multi-level Benchmark for Temporal Reasoning of LLMs in Real-World Scenarios
  17. NeurIPS 2025ToF-IP: Time-of-Flight Enhanced Sparse Inertial Poser for Real-time Human Motion Capture
  18. NeurIPS 2025Towards Syn-to-Real IQA: A Novel Perspective on Reshaping Synthetic Data Distributions
  19. NeurIPS 2025Treasure Hunt: Real-time Targeting of the Long Tail using Training-Time Markers
  20. NeurIPS 2025Wasserstein Transfer Learning
  21. NeurIPS 2025YOLOv12: Attention-Centric Real-Time Object Detectors
  22. CVPR 20244D Gaussian Splatting for Real-Time Dynamic Scene Rendering
  23. CVPR 20244K4D: Real-Time 4D View Synthesis at 4K Resolution
  24. CVPR 2024A Simple Recipe for Language-guided Domain Generalized Segmentation
  25. CVPR 2024APISR: Anime Production Inspired Real-World Anime Super-Resolution
  26. CVPR 2024Benchmarking Implicit Neural Representation and Geometric Rendering in Real-Time RGB-D SLAM
  27. CVPR 2024BiPer: Binary Neural Networks using a Periodic Function
  28. CVPR 2024CyberDemo: Augmenting Simulated Human Demonstration for Real-World Dexterous Manipulation
  29. CVPR 2024Density-guided Translator Boosts Synthetic-to-Real Unsupervised Domain Adaptive Segmentation of 3D Point Clouds
  30. CVPR 2024DETRs Beat YOLOs on Real-time Object Detection
  31. CVPR 2024DiffusionPoser: Real-time Human Motion Reconstruction From Arbitrary Sparse Sensors Using Autoregressive Diffusion
  32. CVPR 2024DriveTrack: A Benchmark for Long-Range Point Tracking in Real-World Videos
  33. CVPR 2024Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization
  34. CVPR 2024EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World
  35. CVPR 2024EventPS: Real-Time Photometric Stereo Using an Event Camera
  36. CVPR 2024FreeMan: Towards Benchmarking 3D Human Pose Estimation under Real-World Conditions
  37. CVPR 2024Fully Exploiting Every Real Sample: SuperPixel Sample Gradient Model Stealing
  38. CVPR 2024Fully Geometric Panoramic Localization
  39. CVPR 2024GPS-Gaussian: Generalizable Pixel-wise 3D Gaussian Splatting for Real-time Human Novel View Synthesis
  40. CVPR 2024HDRFlow: Real-Time HDR Video Reconstruction with Large Motions
  41. CVPR 2024HMD-Poser: On-Device Real-time Human Motion Tracking from Scalable Sparse Observations
  42. CVPR 2024Holoported Characters: Real-time Free-viewpoint Rendering of Humans from Sparse RGB Cameras
  43. CVPR 2024Human Gaussian Splatting: Real-time Rendering of Animatable Avatars
  44. CVPR 2024HUNTER: Unsupervised Human-centric 3D Detection via Transferring Knowledge from Synthetic Instances to Real Scenes
  45. CVPR 2024LASA: Instance Reconstruction from Real Scans using A Large-scale Aligned Shape Annotation Dataset
  46. CVPR 2024Learning to Navigate Efficiently and Precisely in Real Environments
  47. CVPR 2024LED: A Large-scale Real-world Paired Dataset for Event Camera Denoising
  48. CVPR 2024LTM: Lightweight Textured Mesh Extraction and Refinement of Large Unbounded Scenes for Efficient Storage and Real-time Rendering
  49. CVPR 2024Masked and Shuffled Blind Spot Denoising for Real-World Images
  50. CVPR 2024MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation

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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