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
- 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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 6 | 4 | 4 | 2 | 16 |
| 2024 | 16 | 1 | 15 | 6 | 38 |
| 2025 | 24 | 5 | 8 | 8 | 45 |
| 2026 | 25 | 10 | 25 | 8 | 68 |
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 25 篇，第 1 / 1 页
- ICML 2026Amortized Simulation-Based Inference in Generalized Bayes via Neural Posterior Estimation
- ICML 2026Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots
- ICML 2026Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression
- ICML 2026Conformal C2ST: Turning weak classifiers into strong two-sample tests
- ICML 2026ePC: Fast and Deep Predictive Coding in Digital Simulation
- ICML 2026Euler–Poincaré Neural Dynamics: A Geometric-Mechanics Framework for Scientific Simulation
- ICML 2026Flow Matching Calibration for Simulation-Based Inference under Model Misspecification
- ICML 2026Gecko: A Simulation Environment with Stateful Feedback for Refining Agent Tool Calls
- ICML 2026GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training
- ICML 2026Grounding LLMs in Scientific Discovery via Embodied Actions
- ICML 2026History-Bootstrapped Flow Matching for Inverse Boiling Reconstruction
- ICML 2026Hyperbolic Neural Operator
- ICML 2026Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation
- ICML 2026Learning Biophysical Models of Large-Scale Multineuronal Data To Enable Precise Neurostimulation
- ICML 2026MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
- ICML 2026Minimum Distance Summaries for Robust Neural Posterior Estimation
- ICML 2026PODiff: Latent Diffusion in Proper Orthogonal Decomposition Space for Scientific Super-Resolution
- ICML 2026RAPNet: Accelerating Algebraic Multigrid with Learned Sparse Corrections
- ICML 2026SafeLab: An Interactive High-Fidelity Benchmark for Embodied Safety in Scientific Robotics
- ICML 2026Scalable Simulation-Based Model Inference with Test-Time Complexity Control
- ICML 2026ScaleSim: Serving Large-Scale Multi-Agent Simulation with Invocation Distance-Based Memory Management
- ICML 2026SciNet: Evaluating AI Agents in Relation-Aware Scientific Literature Retrieval
- ICML 2026Simple yet Effective: Low-Rank Spatial Attention for Neural Operators
- ICML 2026Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs
- ICML 2026Towards Diverse Scientific Hypothesis Search with Large Language Models
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"}
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。