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 167 篇，第 2 / 4 页

  1. NeurIPS 2026Cauchy Scientific Networks: Loss–Architecture Alignment and Its Limit
  2. NeurIPS 2026Closing the Approximation Gap in Simulation-free Latent SDEs
  3. NeurIPS 2026Controllable User Simulation
  4. NeurIPS 2026DiscoverPhysics: Benchmarking LLMs for out-of-the-box scientific thinking
  5. NeurIPS 2026Don't Match the Noise: Distribution Matching under Unknown Measurement Error with an Audit Sample
  6. NeurIPS 2026Macrocanonical Generator Networks: data-efficient neural surrogates for amortized physics simulation
  7. NeurIPS 2026PDE-PFN: Prior-Data Fitted Neural PDE Solver
  8. NeurIPS 2026PhyTS: A Benchmark for Scientific Time Series
  9. NeurIPS 2026PRISM: Programming Interactive Scenes from Monocular Images for Embodied Simulation
  10. NeurIPS 2026Reconstructing the Vocal Tract with Differentiable Acoustic Simulation
  11. NeurIPS 2026Robust Amortized Simulation-Based Inference via Learned Error Models
  12. NeurIPS 2026Scaling Storm-Resolving Atmospheric AI Simulation to the Entire Planet
  13. NeurIPS 2026SciR: A Controllable Benchmark for Scientific Reasoning in LLMs
  14. NeurIPS 2026SIGA: Scientific Simulation Coding Agent Adapter- A Geophysics Case Study
  15. NeurIPS 2026Symplectic Parallel Scan: A Neural Hamiltonian Framework for Accelerated Scientific Simulation
  16. NeurIPS 2026Theoretical guidelines for annealed Langevin dynamics in compositional simulation-based inference
  17. NeurIPS 2026Two Phase Rapid Simulation Based Inference with Differentiable Simulators
  18. NeurIPS 2026WTF?! Simulation-Free Reinforcement Learning with Wasserstein-Tilted Flow Maps
  19. CVPR 2025DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery
  20. CVPR 2025DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation
  21. CVPR 2025FreeSim: Toward Free-viewpoint Camera Simulation in Driving Scenes
  22. CVPR 2025MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research
  23. CVPR 2025Science-T2I: Addressing Scientific Illusions in Image Synthesis
  24. CVPR 2025SimAvatar: Simulation-Ready Avatars with Layered Hair and Clothing
  25. CVPR 2025Towards Autonomous Micromobility through Scalable Urban Simulation
  26. CVPR 2025UrbanCAD: Towards Highly Controllable and Photorealistic 3D Vehicles for Urban Scene Simulation
  27. ICLR 2025Diff-PIC: Revolutionizing Particle-In-Cell Nuclear Fusion Simulation with Diffusion Models
  28. ICLR 2025Neural Fluid Simulation on Geometric Surfaces
  29. ICLR 2025Robust Simulation-Based Inference under Missing Data via Neural Processes
  30. ICLR 2025Semialgebraic Neural Networks: From roots to representations
  31. ICLR 2025Wavelet Diffusion Neural Operator
  32. ICML 2025Addressing Misspecification in Simulation-based Inference through Data-driven Calibration
  33. ICML 2025BARNN: A Bayesian Autoregressive and Recurrent Neural Network
  34. ICML 2025Interpolating Neural Network-Tensor Decomposition (INN-TD): a scalable and interpretable approach for large-scale physics-based problems
  35. ICML 2025Latent Mamba Operator for Partial Differential Equations
  36. ICML 2025Parallel Simulation for Log-concave Sampling and Score-based Diffusion Models
  37. ICML 2025SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields
  38. ICML 2025Schwarz–Schur Involution: Lightspeed Differentiable Sparse Linear Solvers
  39. ICML 2025Unisolver: PDE-Conditional Transformers Towards Universal Neural PDE Solvers
  40. NeurIPS 2025A Plug-and-Play Query Synthesis Active Learning Framework for Neural PDE Solvers
  41. NeurIPS 2025AI-Researcher: Autonomous Scientific Innovation
  42. NeurIPS 2025Attention on the Sphere
  43. NeurIPS 2025Breaking the Discretization Barrier of Continuous Physics Simulation Learning
  44. NeurIPS 2025Bubbleformer: Forecasting Boiling with Transformers
  45. NeurIPS 2025CoLT: The conditional localization test for assessing the accuracy of neural posterior estimates
  46. NeurIPS 2025Common Task Framework For a Critical Evaluation of Scientific Machine Learning Algorithms
  47. NeurIPS 2025Connectome-Based Modelling Reveals Orientation Maps in the Drosophila Optic Lobe
  48. NeurIPS 2025Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics
  49. NeurIPS 2025Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models
  50. NeurIPS 2025From Kolmogorov to Cauchy: Shallow XNet Surpasses KANs

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用 paperlist 查科学仿真在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

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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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