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 3 / 4 页

  1. NeurIPS 2025Integration Matters for Learning PDEs with Backwards SDEs
  2. NeurIPS 2025LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents
  3. NeurIPS 2025Learning Sparse Approximate Inverse Preconditioners for Conjugate Gradient Solvers on GPUs
  4. NeurIPS 2025ML4CFD Competition: Results and Retrospective Analysis
  5. NeurIPS 2025NeurIPS should lead scientific consensus on AI policy
  6. NeurIPS 2025Non-stationary Equivariant Graph Neural Networks for Physical Dynamics Simulation
  7. NeurIPS 2025Position: Biology is the Challenge Physics-Informed ML Needs to Evolve
  8. NeurIPS 2025Prompting as Scientific Inquiry
  9. NeurIPS 2025ReSim: Reliable World Simulation for Autonomous Driving
  10. NeurIPS 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks
  11. NeurIPS 2025SimSort: A Data-Driven Framework for Spike Sorting by Large-Scale Electrophysiology Simulation
  12. NeurIPS 2025SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound
  13. NeurIPS 2025WorldMem: Long-term Consistent World Simulation with Memory
  14. CVPR 2024Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine Learning
  15. CVPR 2024DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulation
  16. CVPR 2024Dynamic LiDAR Re-simulation using Compositional Neural Fields
  17. CVPR 2024Editable Scene Simulation for Autonomous Driving via Collaborative LLM-Agents
  18. CVPR 2024GenH2R: Learning Generalizable Human-to-Robot Handover via Scalable Simulation Demonstration and Imitation
  19. CVPR 2024RadSimReal: Bridging the Gap Between Synthetic and Real Data in Radar Object Detection With Simulation
  20. ICLR 2024BENO: Boundary-embedded Neural Operators for Elliptic PDEs
  21. ICML 2024All-in-one simulation-based inference
  22. ICML 2024Finite Volume Features, Global Geometry Representations, and Residual Training for Deep Learning-based CFD Simulation
  23. ICML 2024LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery
  24. ICML 2024Mechanistic Neural Networks for Scientific Machine Learning
  25. ICML 2024Operator SVD with Neural Networks via Nested Low-Rank Approximation
  26. ICML 2024Orthogonal Bootstrap: Efficient Simulation of Input Uncertainty
  27. ICML 2024Position: Embracing Negative Results in Machine Learning
  28. ICML 2024Position: The Causal Revolution Needs Scientific Pragmatism
  29. ICML 2024SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models
  30. ICML 2024Self-Alignment of Large Language Models via Monopolylogue-based Social Scene Simulation
  31. ICML 2024Simulation of Graph Algorithms with Looped Transformers
  32. ICML 2024Simulation-Based Inference with Quantile Regression
  33. ICML 2024Simultaneous identification of models and parameters of scientific simulators
  34. ICML 2024Smooth Min-Max Monotonic Networks
  35. ICML 2024Variational Inference with Coverage Guarantees in Simulation-Based Inference
  36. NeurIPS 2024A Simulation Benchmark for Autonomous Racing with Large-Scale Human Data
  37. NeurIPS 2024Active Sequential Posterior Estimation for Sample-Efficient Simulation-Based Inference
  38. NeurIPS 2024APEBench: A Benchmark for Autoregressive Neural Emulators of PDEs
  39. NeurIPS 2024CiteME: Can Language Models Accurately Cite Scientific Claims?
  40. NeurIPS 2024cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers
  41. NeurIPS 2024Fast Channel Simulation via Error-Correcting Codes
  42. NeurIPS 2024Learning 3D Garment Animation from Trajectories of A Piece of Cloth
  43. NeurIPS 2024NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation
  44. NeurIPS 2024Neural Krylov Iteration for Accelerating Linear System Solving
  45. NeurIPS 2024QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers
  46. NeurIPS 2024SceneDiffuser: Efficient and Controllable Driving Simulation Initialization and Rollout
  47. NeurIPS 2024SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation
  48. NeurIPS 2024Simulation-Free Training of Neural ODEs on Paired Data
  49. NeurIPS 2024Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation
  50. NeurIPS 2024The Multimodal Universe: Enabling Large-Scale Machine Learning with 100 TB of Astronomical Scientific 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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