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 20 篇，第 1 / 1 页

1. ICLR 2026AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
2. ICLR 2026Charts Are Not Images: On the Challenges of Scientific Chart Editing
3. ICLR 2026CoT-Evo: Evolutionary Distillation of Chain-of-Thought for Scientific Reasoning
4. ICLR 2026Geometric Constraints for Small Language Models to Understand and Expand Scientific Taxonomies
5. ICLR 2026Locally Subspace-Informed Neural Operators for Efficient Multiscale PDE Solving
6. ICLR 2026Refine Now, Query Fast: A Decoupled Refinement Paradigm for Implicit Neural Fields
7. ICLR 2026SCI-Verifier: Scientific Verifier with Thinking
8. ICLR 2026Speculative Actions: A Lossless Framework for Faster AI Agents
9. ICLR 2026The Seismic Wavefield Common Task Framework
10. ICLR 2026Towards a Certificate of Trust: Task-Aware OOD Detection for Scientific AI
11. ICLR 2025Diff-PIC: Revolutionizing Particle-In-Cell Nuclear Fusion Simulation with Diffusion Models
12. ICLR 2025Neural Fluid Simulation on Geometric Surfaces
13. ICLR 2025Robust Simulation-Based Inference under Missing Data via Neural Processes
14. ICLR 2025Semialgebraic Neural Networks: From roots to representations
15. ICLR 2025Wavelet Diffusion Neural Operator
16. ICLR 2024BENO: Boundary-embedded Neural Operators for Elliptic PDEs
17. ICLR 2023EAGLE: Large-scale Learning of Turbulent Fluid Dynamics with Mesh Transformers
18. ICLR 2023Factorized Fourier Neural Operators
19. ICLR 2023Learning Controllable Adaptive Simulation for Multi-resolution Physics
20. ICLR 2023Mind's Eye: Grounded Language Model Reasoning through Simulation

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。