分子建模论文趋势 2023–2026

主要结论

• 分子建模论文从 2023 年的 137 篇增长到 2026 年的 373 篇，三年间扩大到约 2.7 倍。
• NeurIPS 是发分子建模论文最多的会议，2023–2026 年共 351 篇，占四个会议总量的 34%。
• 交叉方向里涨得最快的是应用 · chemistry physics and earth sciences：同时属于两个主题的论文从 2023 年的 5 篇增至 2026 年的 59 篇。
• 在「图与结构化数据」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的时间序列是 3.2 倍，分子建模是 2.7 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 2026Atomic Trajectory Modeling with State Space Models for Biomolecular Dynamics
• ICML 2026Controlled SDEs for Long-Horizon Motion Generation under Latent Decision Uncertainty
• ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
• CVPR 2026CARE A Molecular-Guided Foundation Model with Adaptive Region Modeling for
• NeurIPS 20253D-GSRD: 3D Molecular Graph Auto-Encoder with Selective Re-mask Decoding
• ICML 2025BAnG: Bidirectional Anchored Generation for Conditional RNA Design
• ICLR 20253D-MolT5: Leveraging Discrete Structural Information for Molecule-Text Modeling
• CVPR 2025Bridging Gait Recognition and Large Language Models Sequence Modeling
• NeurIPS 20244DBInfer: A 4D Benchmarking Toolbox for Graph-Centric Predictive Modeling on RDBs
• ICML 2024An amortized approach to non-linear mixed-effects modeling based on neural posterior estimation
• ICLR 2024$\texttt{NAISR}$: A 3D Neural Additive Model for Interpretable Shape Representation
• CVPR 2024EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling
• NeurIPS 2023Learning Invariant Molecular Representation in Latent Discrete Space
• ICML 2023Biases in Evaluation of Molecular Optimization Methods and Bias Reduction Strategies
• ICLR 2023$\mathcal{O}$-GNN: incorporating ring priors into molecular modeling
• CVPR 2023BAAM: Monocular 3D Pose and Shape Reconstruction With Bi-Contextual Attention Module and Attention-Guided Modeling
• NeurIPS 2026CausalBind: Causal Modeling and Learning for Protein-Molecule Virtual Screening
• ICML 2026Efficient Continuous-Depth Modeling with GRU Equivalents
• ICLR 2026Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment Modeling
• CVPR 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis

全部分子建模论文

共 21 篇，第 1 / 1 页

1. ICML 2023An SDE for Modeling SAM: Theory and Insights
2. ICML 2023Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
3. ICML 2023Biases in Evaluation of Molecular Optimization Methods and Bias Reduction Strategies
4. ICML 2023CAB: Comprehensive Attention Benchmarking on Long Sequence Modeling
5. ICML 2023CodeIPPrompt: Intellectual Property Infringement Assessment of Code Language Models
6. ICML 2023Diffusion Models are Minimax Optimal Distribution Estimators
7. ICML 2023Effective Neural Topic Modeling with Embedding Clustering Regularization
8. ICML 2023Efficient and Degree-Guided Graph Generation via Discrete Diffusion Modeling
9. ICML 2023Ewald-based Long-Range Message Passing for Molecular Graphs
10. ICML 2023FAENet: Frame Averaging Equivariant GNN for Materials Modeling
11. ICML 2023Fractional Denoising for 3D Molecular Pre-training
12. ICML 2023Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction
13. ICML 2023Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling
14. ICML 2023Learning to Jump: Thinning and Thickening Latent Counts for Generative Modeling
15. ICML 2023MAGANet: Achieving Combinatorial Generalization by Modeling a Group Action
16. ICML 2023Modeling Dynamic Environments with Scene Graph Memory
17. ICML 2023Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion
18. ICML 2023Not all Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits
19. ICML 2023Rigid Body Flows for Sampling Molecular Crystal Structures
20. ICML 2023Sequence Modeling with Multiresolution Convolutional Memory
21. ICML 2023Von Mises Mixture Distributions for Molecular Conformation Generation

常见问题

2023–2026 年四大会议一共有多少篇分子建模论文？

共 1,038 篇，按年份分别是 2023 年 137 篇、2024 年 207 篇、2025 年 321 篇、2026 年 373 篇。

NeurIPS 2026 有多少篇分子建模论文？

NeurIPS 2026 有 114 篇分子建模论文，上一届是 132 篇。

ICLR 2026 有多少篇分子建模论文？

ICLR 2026 有 90 篇分子建模论文，上一届是 80 篇。

ICML 2026 有多少篇分子建模论文？

ICML 2026 有 107 篇分子建模论文，上一届是 63 篇。

CVPR 2026 有多少篇分子建模论文？

CVPR 2026 有 62 篇分子建模论文，上一届是 46 篇。

哪个会议的分子建模论文最多？

NeurIPS，2023–2026 年共 351 篇。