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 6 / 13 页

  1. CVPR 2025Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization
  2. CVPR 2025VisionArena: 230k Real World User-VLM Conversations with Preference Labels
  3. CVPR 2025Volumetric Surfaces: Representing Fuzzy Geometries with Layered Meshes
  4. CVPR 2025Zero-Shot Head Swapping in Real-World Scenarios
  5. ICLR 2025Agent-to-Sim: Learning Interactive Behavior Models from Casual Longitudinal Videos
  6. ICLR 2025Decoupled Finetuning for Domain Generalizable Semantic Segmentation
  7. ICLR 2025Do Contemporary Causal Inference Models Capture Real-World Heterogeneity? Findings from a Large-Scale Benchmark
  8. ICLR 2025Domain Guidance: A Simple Transfer Approach for a Pre-trained Diffusion Model
  9. ICLR 2025Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference
  10. ICLR 2025HAMSTER: Hierarchical Action Models for Open-World Robot Manipulation
  11. ICLR 2025Handling Delay in Real-Time Reinforcement Learning
  12. ICLR 2025Learn Your Reference Model for Real Good Alignment
  13. ICLR 2025LOIRE: LifelOng learning on Incremental data via pre-trained language model gRowth Efficiently
  14. ICLR 2025MEGA-Bench: Scaling Multimodal Evaluation to over 500 Real-World Tasks
  15. ICLR 2025On the Benefits of Attribute-Driven Graph Domain Adaptation
  16. ICLR 2025Overcoming False Illusions in Real-World Face Restoration with Multi-Modal Guided Diffusion Model
  17. ICLR 2025Rapidly Adapting Policies to the Real-World via Simulation-Guided Fine-Tuning
  18. ICLR 2025Semialgebraic Neural Networks: From roots to representations
  19. ICLR 2025SRSA: Skill Retrieval and Adaptation for Robotic Assembly Tasks
  20. ICLR 2025WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild
  21. ICML 2025BiMaCoSR: Binary One-Step Diffusion Model Leveraging Flexible Matrix Compression for Real Super-Resolution
  22. ICML 2025Doubly Robust Conformalized Survival Analysis with Right-Censored Data
  23. ICML 2025DragSolver: A Multi-Scale Transformer for Real-World Automotive Drag Coefficient Estimation
  24. ICML 2025Enhancing Statistical Validity and Power in Hybrid Controlled Trials: A Randomization Inference Approach with Conformal Selective Borrowing
  25. ICML 2025Flow-based Domain Randomization for Learning and Sequencing Robotic Skills
  26. ICML 2025Function Encoders: A Principled Approach to Transfer Learning in Hilbert Spaces
  27. ICML 2025G-Sim: Generative Simulations with Large Language Models and Gradient-Free Calibration
  28. ICML 2025Geometric Median (GM) Matching for Robust k-Subset Selection from Noisy Data
  29. ICML 2025HyperIV: Real-time Implied Volatility Smoothing
  30. ICML 2025ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks
  31. ICML 2025Learning Survival Distributions with the Asymmetric Laplace Distribution
  32. ICML 2025No Soundness in the Real World: On the Challenges of the Verification of Deployed Neural Networks
  33. ICML 2025Optimal Transfer Learning for Missing Not-at-Random Matrix Completion
  34. ICML 2025Positive-unlabeled AUC Maximization under Covariate Shift
  35. ICML 2025Sanity Checking Causal Representation Learning on a Simple Real-World System
  36. ICML 2025Set Valued Predictions For Robust Domain Generalization
  37. ICML 2025TLLC: Transfer Learning-based Label Completion for Crowdsourcing
  38. ICML 2025Transfer Learning for Nonparametric Contextual Dynamic Pricing
  39. NeurIPS 2025Algorithms and SQ Lower Bounds for Robustly Learning Real-valued Multi-Index Models
  40. NeurIPS 2025Asymmetric Duos: Sidekicks Improve Uncertainty
  41. NeurIPS 2025Balanced Active Inference
  42. NeurIPS 2025Binary Quadratic Quantization: Beyond First-Order Quantization for Real-Valued Matrix Compression
  43. NeurIPS 2025DEAL: Diffusion Evolution Adversarial Learning for Sim-to-Real Transfer
  44. NeurIPS 2025DeceptionBench: A Comprehensive Benchmark for AI Deception Behaviors in Real-world Scenarios
  45. NeurIPS 2025Decompile-Bench: Million-Scale Binary-Source Function Pairs for Real-World Binary Decompilation
  46. NeurIPS 2025Decomposing motor units through elimination for real-time intention driven assistive neurotechnology
  47. NeurIPS 2025DGS-LRM: Real-Time Deformable 3D Gaussian Reconstruction From Monocular Videos
  48. NeurIPS 2025DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-Resolution
  49. NeurIPS 2025Generalizable Domain Adaptation for Sim-and-Real Policy Co-Training
  50. NeurIPS 2025Generalizable, real-time neural decoding with hybrid state-space 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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