仿真到真实论文趋势 2023–2026

主要结论

• 仿真到真实论文从 2023 年的 159 篇增长到 2026 年的 204 篇，三年间扩大到约 1.3 倍。
• CVPR 是发仿真到真实论文最多的会议，2023–2026 年共 223 篇，占四个会议总量的 35%。
• 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 2 篇增至 2026 年的 27 篇。
• 在「机器人与具身」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的人形控制是 3.8 倍，仿真到真实是 1.3 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 2026AET-Bench: Pixel-Accurate Atomic Tomography Is Not Atom-Accurate
• ICML 2026RTInfer: Real-Time Inference of Multiple DNNs on Edge GPUs
• ICLR 2026Manipulation as in Simulation: Enabling Accurate Geometry Perception in Robots
• CVPR 2026AnthroTAP Learning Point Tracking with Real-World Motion
• NeurIPS 2025Algorithms and SQ Lower Bounds for Robustly Learning Real-valued Multi-Index Models
• ICML 2025HyperIV: Real-time Implied Volatility Smoothing
• ICLR 2025Do Contemporary Causal Inference Models Capture Real-World Heterogeneity? Findings from a Large-Scale Benchmark
• CVPR 2025Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose Estimation
• NeurIPS 2024EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
• ICML 2024A Global Geometric Analysis of Maximal Coding Rate Reduction
• ICLR 2024Extending Power of Nature from Binary to Real-Valued Graph Learning in Real World
• CVPR 2024Density-guided Translator Boosts Synthetic-to-Real Unsupervised Domain Adaptive Segmentation of 3D Point Clouds
• NeurIPS 2023[Re] Pure Noise to the Rescue of Insufficient Data
• ICML 2023Adversarially Robust PAC Learnability of Real-Valued Functions
• ICLR 2023Provable Sim-to-real Transfer in Continuous Domain with Partial Observations
• CVPR 2023Cloud-Device Collaborative Adaptation to Continual Changing Environments in the Real-World
• NeurIPS 2026Coarse-to-Real: Generative Rendering for Populated Dynamic Scenes
• ICML 2026Server-Proximal Aggregation for Federated Domain-Incremental Learning under Partial Participation: Task-Uniform Convergence and Backward Transfer
• ICLR 2026PatchRefiner V2: Fast and Lightweight Real-Domain High-Resolution Metric Depth Estimation
• CVPR 2026BiProLoRA Bilevel Prompt LoRA for Real Scene Recovery

全部仿真到真实论文

共 118 篇，第 2 / 3 页

51. CVPR 2025Zero-Shot Head Swapping in Real-World Scenarios
52. ICLR 2025Agent-to-Sim: Learning Interactive Behavior Models from Casual Longitudinal Videos
53. ICLR 2025Decoupled Finetuning for Domain Generalizable Semantic Segmentation
54. ICLR 2025Do Contemporary Causal Inference Models Capture Real-World Heterogeneity? Findings from a Large-Scale Benchmark
55. ICLR 2025Domain Guidance: A Simple Transfer Approach for a Pre-trained Diffusion Model
56. ICLR 2025Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference
57. ICLR 2025HAMSTER: Hierarchical Action Models for Open-World Robot Manipulation
58. ICLR 2025Handling Delay in Real-Time Reinforcement Learning
59. ICLR 2025Learn Your Reference Model for Real Good Alignment
60. ICLR 2025LOIRE: LifelOng learning on Incremental data via pre-trained language model gRowth Efficiently
61. ICLR 2025MEGA-Bench: Scaling Multimodal Evaluation to over 500 Real-World Tasks
62. ICLR 2025On the Benefits of Attribute-Driven Graph Domain Adaptation
63. ICLR 2025Overcoming False Illusions in Real-World Face Restoration with Multi-Modal Guided Diffusion Model
64. ICLR 2025Rapidly Adapting Policies to the Real-World via Simulation-Guided Fine-Tuning
65. ICLR 2025Semialgebraic Neural Networks: From roots to representations
66. ICLR 2025SRSA: Skill Retrieval and Adaptation for Robotic Assembly Tasks
67. ICLR 2025WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild
68. ICML 2025BiMaCoSR: Binary One-Step Diffusion Model Leveraging Flexible Matrix Compression for Real Super-Resolution
69. ICML 2025Doubly Robust Conformalized Survival Analysis with Right-Censored Data
70. ICML 2025DragSolver: A Multi-Scale Transformer for Real-World Automotive Drag Coefficient Estimation
71. ICML 2025Enhancing Statistical Validity and Power in Hybrid Controlled Trials: A Randomization Inference Approach with Conformal Selective Borrowing
72. ICML 2025Flow-based Domain Randomization for Learning and Sequencing Robotic Skills
73. ICML 2025Function Encoders: A Principled Approach to Transfer Learning in Hilbert Spaces
74. ICML 2025G-Sim: Generative Simulations with Large Language Models and Gradient-Free Calibration
75. ICML 2025Geometric Median (GM) Matching for Robust k-Subset Selection from Noisy Data
76. ICML 2025HyperIV: Real-time Implied Volatility Smoothing
77. ICML 2025ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks
78. ICML 2025Learning Survival Distributions with the Asymmetric Laplace Distribution
79. ICML 2025No Soundness in the Real World: On the Challenges of the Verification of Deployed Neural Networks
80. ICML 2025Optimal Transfer Learning for Missing Not-at-Random Matrix Completion
81. ICML 2025Positive-unlabeled AUC Maximization under Covariate Shift
82. ICML 2025Sanity Checking Causal Representation Learning on a Simple Real-World System
83. ICML 2025Set Valued Predictions For Robust Domain Generalization
84. ICML 2025TLLC: Transfer Learning-based Label Completion for Crowdsourcing
85. ICML 2025Transfer Learning for Nonparametric Contextual Dynamic Pricing
86. NeurIPS 2025Algorithms and SQ Lower Bounds for Robustly Learning Real-valued Multi-Index Models
87. NeurIPS 2025Asymmetric Duos: Sidekicks Improve Uncertainty
88. NeurIPS 2025Balanced Active Inference
89. NeurIPS 2025Binary Quadratic Quantization: Beyond First-Order Quantization for Real-Valued Matrix Compression
90. NeurIPS 2025DEAL: Diffusion Evolution Adversarial Learning for Sim-to-Real Transfer
91. NeurIPS 2025DeceptionBench: A Comprehensive Benchmark for AI Deception Behaviors in Real-world Scenarios
92. NeurIPS 2025Decompile-Bench: Million-Scale Binary-Source Function Pairs for Real-World Binary Decompilation
93. NeurIPS 2025Decomposing motor units through elimination for real-time intention driven assistive neurotechnology
94. NeurIPS 2025DGS-LRM: Real-Time Deformable 3D Gaussian Reconstruction From Monocular Videos
95. NeurIPS 2025DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-Resolution
96. NeurIPS 2025Generalizable Domain Adaptation for Sim-and-Real Policy Co-Training
97. NeurIPS 2025Generalizable, real-time neural decoding with hybrid state-space models
98. NeurIPS 2025Inductive Domain Transfer In Misspecified Simulation-Based Inference
99. NeurIPS 2025IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
100. NeurIPS 2025Lattice Boltzmann Model for Learning Real-World Pixel Dynamicity

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。