科学仿真论文趋势 2023–2026

主要结论

• 科学仿真论文从 2023 年的 16 篇增长到 2026 年的 68 篇，三年间扩大到约 4.3 倍。
• NeurIPS 是发科学仿真论文最多的会议，2023–2026 年共 71 篇，占四个会议总量的 43%。
• 交叉方向里涨得最快的是AI 智能体：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 11 篇。
• 在「气候与物理科学」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的天气预报是 6.1 倍，科学仿真是 4.3 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 2026Don't Match the Noise: Distribution Matching under Unknown Measurement Error with an Audit Sample
• ICML 2026Amortized Simulation-Based Inference in Generalized Bayes via Neural Posterior Estimation
• ICLR 2026Geometric Constraints for Small Language Models to Understand and Expand Scientific Taxonomies
• CVPR 2026AirSim360 A Panoramic Simulation Platform within Drone View
• NeurIPS 2025Attention on the Sphere
• ICML 2025Addressing Misspecification in Simulation-based Inference through Data-driven Calibration
• ICLR 2025Neural Fluid Simulation on Geometric Surfaces
• CVPR 2025DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery
• NeurIPS 2024QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers
• ICML 2024Position: Embracing Negative Results in Machine Learning
• ICLR 2024BENO: Boundary-embedded Neural Operators for Elliptic PDEs
• CVPR 2024GenH2R: Learning Generalizable Human-to-Robot Handover via Scalable Simulation Demonstration and Imitation
• NeurIPS 2023Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation
• ICML 2023QASA: Advanced Question Answering on Scientific Articles
• ICLR 2023Mind's Eye: Grounded Language Model Reasoning through Simulation
• CVPR 2023Practical Network Acceleration With Tiny Sets
• NeurIPS 2026SIGA: Scientific Simulation Coding Agent Adapter- A Geophysics Case Study
• ICML 2026ePC: Fast and Deep Predictive Coding in Digital Simulation
• ICLR 2026Charts Are Not Images: On the Challenges of Scientific Chart Editing
• CVPR 2026Texvent Asynchronous Event Data Simulation via Text Prompt

全部科学仿真论文

共 68 篇，第 2 / 2 页

51. NeurIPS 2026Cauchy Scientific Networks: Loss–Architecture Alignment and Its Limit
52. NeurIPS 2026Closing the Approximation Gap in Simulation-free Latent SDEs
53. NeurIPS 2026Controllable User Simulation
54. NeurIPS 2026DiscoverPhysics: Benchmarking LLMs for out-of-the-box scientific thinking
55. NeurIPS 2026Don't Match the Noise: Distribution Matching under Unknown Measurement Error with an Audit Sample
56. NeurIPS 2026Macrocanonical Generator Networks: data-efficient neural surrogates for amortized physics simulation
57. NeurIPS 2026PDE-PFN: Prior-Data Fitted Neural PDE Solver
58. NeurIPS 2026PhyTS: A Benchmark for Scientific Time Series
59. NeurIPS 2026PRISM: Programming Interactive Scenes from Monocular Images for Embodied Simulation
60. NeurIPS 2026Reconstructing the Vocal Tract with Differentiable Acoustic Simulation
61. NeurIPS 2026Robust Amortized Simulation-Based Inference via Learned Error Models
62. NeurIPS 2026Scaling Storm-Resolving Atmospheric AI Simulation to the Entire Planet
63. NeurIPS 2026SciR: A Controllable Benchmark for Scientific Reasoning in LLMs
64. NeurIPS 2026SIGA: Scientific Simulation Coding Agent Adapter- A Geophysics Case Study
65. NeurIPS 2026Symplectic Parallel Scan: A Neural Hamiltonian Framework for Accelerated Scientific Simulation
66. NeurIPS 2026Theoretical guidelines for annealed Langevin dynamics in compositional simulation-based inference
67. NeurIPS 2026Two Phase Rapid Simulation Based Inference with Differentiable Simulators
68. NeurIPS 2026WTF?! Simulation-Free Reinforcement Learning with Wasserstein-Tilted Flow Maps

常见问题

2023–2026 年四大会议一共有多少篇科学仿真论文？

共 167 篇，按年份分别是 2023 年 16 篇、2024 年 38 篇、2025 年 45 篇、2026 年 68 篇。

NeurIPS 2026 有多少篇科学仿真论文？

NeurIPS 2026 有 25 篇科学仿真论文，上一届是 24 篇。

ICLR 2026 有多少篇科学仿真论文？

ICLR 2026 有 10 篇科学仿真论文，上一届是 5 篇。

ICML 2026 有多少篇科学仿真论文？

ICML 2026 有 25 篇科学仿真论文，上一届是 8 篇。

CVPR 2026 有多少篇科学仿真论文？

CVPR 2026 有 8 篇科学仿真论文，上一届是 8 篇。

哪个会议的科学仿真论文最多？

NeurIPS，2023–2026 年共 71 篇。