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 38 篇，第 1 / 1 页

1. CVPR 2024Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine Learning
2. CVPR 2024DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulation
3. CVPR 2024Dynamic LiDAR Re-simulation using Compositional Neural Fields
4. CVPR 2024Editable Scene Simulation for Autonomous Driving via Collaborative LLM-Agents
5. CVPR 2024GenH2R: Learning Generalizable Human-to-Robot Handover via Scalable Simulation Demonstration and Imitation
6. CVPR 2024RadSimReal: Bridging the Gap Between Synthetic and Real Data in Radar Object Detection With Simulation
7. ICLR 2024BENO: Boundary-embedded Neural Operators for Elliptic PDEs
8. ICML 2024All-in-one simulation-based inference
9. ICML 2024Finite Volume Features, Global Geometry Representations, and Residual Training for Deep Learning-based CFD Simulation
10. ICML 2024LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery
11. ICML 2024Mechanistic Neural Networks for Scientific Machine Learning
12. ICML 2024Operator SVD with Neural Networks via Nested Low-Rank Approximation
13. ICML 2024Orthogonal Bootstrap: Efficient Simulation of Input Uncertainty
14. ICML 2024Position: Embracing Negative Results in Machine Learning
15. ICML 2024Position: The Causal Revolution Needs Scientific Pragmatism
16. ICML 2024SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models
17. ICML 2024Self-Alignment of Large Language Models via Monopolylogue-based Social Scene Simulation
18. ICML 2024Simulation of Graph Algorithms with Looped Transformers
19. ICML 2024Simulation-Based Inference with Quantile Regression
20. ICML 2024Simultaneous identification of models and parameters of scientific simulators
21. ICML 2024Smooth Min-Max Monotonic Networks
22. ICML 2024Variational Inference with Coverage Guarantees in Simulation-Based Inference
23. NeurIPS 2024A Simulation Benchmark for Autonomous Racing with Large-Scale Human Data
24. NeurIPS 2024Active Sequential Posterior Estimation for Sample-Efficient Simulation-Based Inference
25. NeurIPS 2024APEBench: A Benchmark for Autoregressive Neural Emulators of PDEs
26. NeurIPS 2024CiteME: Can Language Models Accurately Cite Scientific Claims?
27. NeurIPS 2024cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers
28. NeurIPS 2024Fast Channel Simulation via Error-Correcting Codes
29. NeurIPS 2024Learning 3D Garment Animation from Trajectories of A Piece of Cloth
30. NeurIPS 2024NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation
31. NeurIPS 2024Neural Krylov Iteration for Accelerating Linear System Solving
32. NeurIPS 2024QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers
33. NeurIPS 2024SceneDiffuser: Efficient and Controllable Driving Simulation Initialization and Rollout
34. NeurIPS 2024SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation
35. NeurIPS 2024Simulation-Free Training of Neural ODEs on Paired Data
36. NeurIPS 2024Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation
37. NeurIPS 2024The Multimodal Universe: Enabling Large-Scale Machine Learning with 100 TB of Astronomical Scientific Data
38. NeurIPS 2024Towards Universal Mesh Movement Networks

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。