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 10 / 13 页

  1. NeurIPS 2024PertEval: Unveiling Real Knowledge Capacity of LLMs with Knowledge-Invariant Perturbations
  2. NeurIPS 2024Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solving
  3. NeurIPS 2024Real-time Core-Periphery Guided ViT with Smart Data Layout Selection on Mobile Devices
  4. NeurIPS 2024Real-Time Recurrent Learning using Trace Units in Reinforcement Learning
  5. NeurIPS 2024Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network
  6. NeurIPS 2024realSEUDO for real-time calcium imaging analysis
  7. NeurIPS 2024RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models
  8. NeurIPS 2024Scaling laws for learning with real and surrogate data
  9. NeurIPS 2024Segmenting Watermarked Texts From Language Models
  10. NeurIPS 2024Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments
  11. NeurIPS 2024SpikeReveal: Unlocking Temporal Sequences from Real Blurry Inputs with Spike Streams
  12. NeurIPS 2024SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation
  13. NeurIPS 2024Template-free Articulated Gaussian Splatting for Real-time Reposable Dynamic View Synthesis
  14. NeurIPS 2024The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better
  15. NeurIPS 2024Transfer Learning for Diffusion Models
  16. NeurIPS 2024Transfer Learning with Informative Priors: Simple Baselines Better than Previously Reported
  17. NeurIPS 2024Transferring disentangled representations: bridging the gap between synthetic and real images
  18. NeurIPS 2024WikiContradict: A Benchmark for Evaluating LLMs on Real-World Knowledge Conflicts from Wikipedia
  19. NeurIPS 2024Wild-GS: Real-Time Novel View Synthesis from Unconstrained Photo Collections
  20. CVPR 2023A Data-Based Perspective on Transfer Learning
  21. CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
  22. CVPR 2023Adversarially Masking Synthetic To Mimic Real: Adaptive Noise Injection for Point Cloud Segmentation Adaptation
  23. CVPR 2023Affection: Learning Affective Explanations for Real-World Visual Data
  24. CVPR 2023Auto-CARD: Efficient and Robust Codec Avatar Driving for Real-Time Mobile Telepresence
  25. CVPR 2023Blur Interpolation Transformer for Real-World Motion From Blur
  26. CVPR 2023CAP-VSTNet: Content Affinity Preserved Versatile Style Transfer
  27. CVPR 2023Center Focusing Network for Real-Time LiDAR Panoptic Segmentation
  28. CVPR 2023Cloud-Device Collaborative Adaptation to Continual Changing Environments in the Real-World
  29. CVPR 2023Co-SLAM: Joint Coordinate and Sparse Parametric Encodings for Neural Real-Time SLAM
  30. CVPR 2023Common Pets in 3D: Dynamic New-View Synthesis of Real-Life Deformable Categories
  31. CVPR 2023ContraNeRF: Generalizable Neural Radiance Fields for Synthetic-to-Real Novel View Synthesis via Contrastive Learning
  32. CVPR 2023Distilling Neural Fields for Real-Time Articulated Shape Reconstruction
  33. CVPR 2023DyNCA: Real-Time Dynamic Texture Synthesis Using Neural Cellular Automata
  34. CVPR 2023Event-Based Blurry Frame Interpolation Under Blind Exposure
  35. CVPR 2023Fantastic Breaks: A Dataset of Paired 3D Scans of Real-World Broken Objects and Their Complete Counterparts
  36. CVPR 2023FastInst: A Simple Query-Based Model for Real-Time Instance Segmentation
  37. CVPR 2023Four-View Geometry With Unknown Radial Distortion
  38. CVPR 2023H2ONet: Hand-Occlusion-and-Orientation-Aware Network for Real-Time 3D Hand Mesh Reconstruction
  39. CVPR 2023HairStep: Transfer Synthetic to Real Using Strand and Depth Maps for Single-View 3D Hair Modeling
  40. CVPR 2023Joint HDR Denoising and Fusion: A Real-World Mobile HDR Image Dataset
  41. CVPR 2023Latency Matters: Real-Time Action Forecasting Transformer
  42. CVPR 2023Learning Geometric-Aware Properties in 2D Representation Using Lightweight CAD Models, or Zero Real 3D Pairs
  43. CVPR 2023Learning Neural Duplex Radiance Fields for Real-Time View Synthesis
  44. CVPR 2023LG-BPN: Local and Global Blind-Patch Network for Self-Supervised Real-World Denoising
  45. CVPR 2023Markerless Camera-to-Robot Pose Estimation via Self-Supervised Sim-to-Real Transfer
  46. CVPR 2023Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer
  47. CVPR 2023Multi-View Inverse Rendering for Large-Scale Real-World Indoor Scenes
  48. CVPR 2023NeRFInvertor: High Fidelity NeRF-GAN Inversion for Single-Shot Real Image Animation
  49. CVPR 2023NoPe-NeRF: Optimising Neural Radiance Field With No Pose Prior
  50. CVPR 2023NULL-Text Inversion for Editing Real Images Using Guided Diffusion 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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