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 207 篇，第 1 / 5 页

1. CVPR 2024Animatable Gaussians: Learning Pose-dependent Gaussian Maps for High-fidelity Human Avatar Modeling
2. CVPR 2024Differentiable Neural Surface Refinement for Modeling Transparent Objects
3. CVPR 2024EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling
4. CVPR 2024Gaussian Head Avatar: Ultra High-fidelity Head Avatar via Dynamic Gaussians
5. CVPR 2024GaussianAvatar: Towards Realistic Human Avatar Modeling from a Single Video via Animatable 3D Gaussians
6. CVPR 2024GoMAvatar: Efficient Animatable Human Modeling from Monocular Video Using Gaussians-on-Mesh
7. CVPR 2024InceptionNeXt: When Inception Meets ConvNeXt
8. CVPR 2024Infrared Adversarial Car Stickers
9. CVPR 2024L4D-Track: Language-to-4D Modeling Towards 6-DoF Tracking and Shape Reconstruction in 3D Point Cloud Stream
10. CVPR 2024LightIt: Illumination Modeling and Control for Diffusion Models
11. CVPR 2024Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction
12. CVPR 2024Molecular Data Programming: Towards Molecule Pseudo-labeling with Systematic Weak Supervision
13. CVPR 2024MoMask: Generative Masked Modeling of 3D Human Motions
14. CVPR 2024MonoHair: High-Fidelity Hair Modeling from a Monocular Video
15. CVPR 2024Multi-scale Dynamic and Hierarchical Relationship Modeling for Facial Action Units Recognition
16. CVPR 2024Neural Directional Encoding for Efficient and Accurate View-Dependent Appearance Modeling
17. CVPR 2024Non-Rigid Structure-from-Motion: Temporally-Smooth Procrustean Alignment and Spatially-Variant Deformation Modeling
18. CVPR 2024Normalizing Flows on the Product Space of SO(3) Manifolds for Probabilistic Human Pose Modeling
19. CVPR 2024Object Dynamics Modeling with Hierarchical Point Cloud-based Representations
20. CVPR 2024Scaling Up Dynamic Human-Scene Interaction Modeling
21. CVPR 2024Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling
22. CVPR 2024SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational Autoencoder
23. CVPR 2024SfmCAD: Unsupervised CAD Reconstruction by Learning Sketch-based Feature Modeling Operations
24. CVPR 2024Skeleton-in-Context: Unified Skeleton Sequence Modeling with In-Context Learning
25. CVPR 2024Smart Help: Strategic Opponent Modeling for Proactive and Adaptive Robot Assistance in Households
26. CVPR 2024SurMo: Surface-based 4D Motion Modeling for Dynamic Human Rendering
27. CVPR 2024SVDinsTN: A Tensor Network Paradigm for Efficient Structure Search from Regularized Modeling Perspective
28. CVPR 2024Task2Box: Box Embeddings for Modeling Asymmetric Task Relationships
29. CVPR 2024Video Prediction by Modeling Videos as Continuous Multi-Dimensional Processes
30. CVPR 2024X-3D: Explicit 3D Structure Modeling for Point Cloud Recognition
31. CVPR 2024XFibrosis: Explicit Vessel-Fiber Modeling for Fibrosis Staging from Liver Pathology Images
32. ICLR 2024$\texttt{NAISR}$: A 3D Neural Additive Model for Interpretable Shape Representation
33. ICLR 2024Chain of Thought Empowers Transformers to Solve Inherently Serial Problems
34. ICLR 2024Conformal Language Modeling
35. ICLR 2024Denoising Diffusion Bridge Models
36. ICLR 2024Domain-Agnostic Molecular Generation with Chemical Feedback
37. ICLR 2024Efficient Dynamics Modeling in Interactive Environments with Koopman Theory
38. ICLR 2024EMO: EARTH MOVER DISTANCE OPTIMIZATION FOR AUTO-REGRESSIVE LANGUAGE MODELING
39. ICLR 2024Equivariant Scalar Fields for Molecular Docking with Fast Fourier Transforms
40. ICLR 2024Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models
41. ICLR 2024FITS: Modeling Time Series with $10k$ Parameters
42. ICLR 2024Future Language Modeling from Temporal Document History
43. ICLR 2024Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs
44. ICLR 2024Generative Modeling with Phase Stochastic Bridge
45. ICLR 2024GTMGC: Using Graph Transformer to Predict Molecule’s Ground-State Conformation
46. ICLR 2024Image Inpainting via Iteratively Decoupled Probabilistic Modeling
47. ICLR 2024In-Context Pretraining: Language Modeling Beyond Document Boundaries
48. ICLR 2024LEAP: Liberate Sparse-View 3D Modeling from Camera Poses
49. ICLR 2024Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling
50. ICLR 2024Likelihood Training of Cascaded Diffusion Models via Hierarchical Volume-preserving Maps

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。