科学仿真论文趋势 2023–2026

PDE 与仿真加速

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 167 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

科学仿真论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023644216
202416115638
20252458845
2026251025868

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

全部科学仿真论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 71 篇，第 1 / 2 页

  1. NeurIPS 2026AnchorWorld: Embodied Egocentric World Simulation with View-based Evolution Customization
  2. NeurIPS 2026Auditing AI peer reviewers: a dose-response and false-positive benchmark on real scientific papers
  3. NeurIPS 2026AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation
  4. NeurIPS 2026Bifurcation Models: Learning Set-Valued Solution Maps with Weight-Tied Dynamics
  5. NeurIPS 2026Bridging the Simulation-to-Experiment Gap with Adversarial Distribution Alignment
  6. NeurIPS 2026Calibrating Scientific Foundation Models with Inference-Time Stochastic Attention
  7. NeurIPS 2026Can AI Agents Synthesize Scientific Conclusions?
  8. NeurIPS 2026Cauchy Scientific Networks: Loss–Architecture Alignment and Its Limit
  9. NeurIPS 2026Closing the Approximation Gap in Simulation-free Latent SDEs
  10. NeurIPS 2026Controllable User Simulation
  11. NeurIPS 2026DiscoverPhysics: Benchmarking LLMs for out-of-the-box scientific thinking
  12. NeurIPS 2026Don't Match the Noise: Distribution Matching under Unknown Measurement Error with an Audit Sample
  13. NeurIPS 2026Macrocanonical Generator Networks: data-efficient neural surrogates for amortized physics simulation
  14. NeurIPS 2026PDE-PFN: Prior-Data Fitted Neural PDE Solver
  15. NeurIPS 2026PhyTS: A Benchmark for Scientific Time Series
  16. NeurIPS 2026PRISM: Programming Interactive Scenes from Monocular Images for Embodied Simulation
  17. NeurIPS 2026Reconstructing the Vocal Tract with Differentiable Acoustic Simulation
  18. NeurIPS 2026Robust Amortized Simulation-Based Inference via Learned Error Models
  19. NeurIPS 2026Scaling Storm-Resolving Atmospheric AI Simulation to the Entire Planet
  20. NeurIPS 2026SciR: A Controllable Benchmark for Scientific Reasoning in LLMs
  21. NeurIPS 2026SIGA: Scientific Simulation Coding Agent Adapter- A Geophysics Case Study
  22. NeurIPS 2026Symplectic Parallel Scan: A Neural Hamiltonian Framework for Accelerated Scientific Simulation
  23. NeurIPS 2026Theoretical guidelines for annealed Langevin dynamics in compositional simulation-based inference
  24. NeurIPS 2026Two Phase Rapid Simulation Based Inference with Differentiable Simulators
  25. NeurIPS 2026WTF?! Simulation-Free Reinforcement Learning with Wasserstein-Tilted Flow Maps
  26. NeurIPS 2025A Plug-and-Play Query Synthesis Active Learning Framework for Neural PDE Solvers
  27. NeurIPS 2025AI-Researcher: Autonomous Scientific Innovation
  28. NeurIPS 2025Attention on the Sphere
  29. NeurIPS 2025Breaking the Discretization Barrier of Continuous Physics Simulation Learning
  30. NeurIPS 2025Bubbleformer: Forecasting Boiling with Transformers
  31. NeurIPS 2025CoLT: The conditional localization test for assessing the accuracy of neural posterior estimates
  32. NeurIPS 2025Common Task Framework For a Critical Evaluation of Scientific Machine Learning Algorithms
  33. NeurIPS 2025Connectome-Based Modelling Reveals Orientation Maps in the Drosophila Optic Lobe
  34. NeurIPS 2025Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics
  35. NeurIPS 2025Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models
  36. NeurIPS 2025From Kolmogorov to Cauchy: Shallow XNet Surpasses KANs
  37. NeurIPS 2025Integration Matters for Learning PDEs with Backwards SDEs
  38. NeurIPS 2025LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents
  39. NeurIPS 2025Learning Sparse Approximate Inverse Preconditioners for Conjugate Gradient Solvers on GPUs
  40. NeurIPS 2025ML4CFD Competition: Results and Retrospective Analysis
  41. NeurIPS 2025NeurIPS should lead scientific consensus on AI policy
  42. NeurIPS 2025Non-stationary Equivariant Graph Neural Networks for Physical Dynamics Simulation
  43. NeurIPS 2025Position: Biology is the Challenge Physics-Informed ML Needs to Evolve
  44. NeurIPS 2025Prompting as Scientific Inquiry
  45. NeurIPS 2025ReSim: Reliable World Simulation for Autonomous Driving
  46. NeurIPS 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks
  47. NeurIPS 2025SimSort: A Data-Driven Framework for Spike Sorting by Large-Scale Electrophysiology Simulation
  48. NeurIPS 2025SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound
  49. NeurIPS 2025WorldMem: Long-term Consistent World Simulation with Memory
  50. NeurIPS 2024A Simulation Benchmark for Autonomous Racing with Large-Scale Human Data

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 查科学仿真在 NeurIPS 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": "scientific-simulation"}

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。

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