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 1,038 篇，第 1 / 21 页

1. CVPR 20264D Local Modeling Toward Dynamic Global Perception for Ambiguity-free Rotation-Invariant
2. CVPR 2026A Frame is Worth One Token Efficient Generative World Modeling
3. CVPR 2026Active Intelligence in Video Avatars via Closed-loop World Modeling
4. CVPR 2026Advancing Image Classification with Discrete Diffusion Classification Modeling
5. CVPR 2026Asynchronous Temporal Modeling with Two-Agent Framework for Streaming Dense Video
6. CVPR 2026Balanced Dataset Distillation via Modeling Multiple Visual Pattern Distribution
7. CVPR 2026Beyond Binary Contrast Modeling Continuous Skeleton Action Spaces with Transitional
8. CVPR 2026BiGMINT Biologically-guided Hierarchical Multimodal Integration for Modeling Multiple Compound Activities
9. CVPR 2026CARE A Molecular-Guided Foundation Model with Adaptive Region Modeling for
10. CVPR 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis
11. CVPR 2026Coordinate Denoising for Non-Equilibrium Molecular Representation Learning
12. CVPR 2026CryoHype Reconstructing a thousand cryo-EM structures with transformer-based hypernetworks
13. CVPR 2026D-Prism Differentiable Primitives for Structured Dynamic Modeling
14. CVPR 2026Efficient Equivariant Transformer for Self-Driving Agent Modeling
15. CVPR 2026EMGauss Continuous Slice-to-3D Reconstruction via Dynamic Gaussian Modeling in Volume
16. CVPR 2026Enhancing Spatial Understanding in Image Generation via Reward Modeling
17. CVPR 2026eRetinexGS Retinex Modeling for Low-Light Scene Enhancement via Event Streams
18. CVPR 2026Fresco Frequency-Spatial Consistent Optimization for Fine-Grained Head Avatar Modeling
19. CVPR 2026FVAR Next-Focus Prediction for Visual Autoregressive Modeling
20. CVPR 2026GardenDesigner Encoding Aesthetic Principles into Jiangnan Garden Construction via a
21. CVPR 2026Generative Modeling of Weights Generalization or Memorization
22. CVPR 2026GLINT Modeling Scene-Scale Transparency via Gaussian Radiance Transport
23. CVPR 2026Grounded 3D-Aware Spatial Vision-Language Modeling
24. CVPR 2026GSV2X Geometry-Aware Uncertainty Modeling and Orthogonal Fusion for Robust Roadside
25. CVPR 2026Haptic Neural Fields Bringing Tactile Interactions to 3D Rendered Scenes
26. CVPR 2026HumanNOVA Photorealistic Universal and Rapid 3D Human Avatar Modeling from
27. CVPR 2026Hyper-PCN Hypergraph-Based Point Cloud Completion via High-Order Correlation Modeling
28. CVPR 2026LoG3D Ultra-High-Resolution 3D Shape Modeling via Local-to-Global Partitioning
29. CVPR 2026MaskDexGrasp Generative Masked Modeling for Part-Aware Dexterous Grasp Synthesis
30. CVPR 2026MD2E Modeling Depth-to-Edge Cues for Monocular Metric Depth Estimation
31. CVPR 2026Modeling Spatiotemporal Neural Frames for High Resolution Brain Dynamic
32. CVPR 2026Modeling the Brains Grammar ROI-Guided fMRI Pretraining for Transferable and
33. CVPR 2026Modeling the Visual Ambiguity of Human Sketches
34. CVPR 2026MoRel Long-Range Flicker-Free 4D Motion Modeling via Anchor Relay-based Bidirectioanl
35. CVPR 2026MSPT Efficient Large-Scale Physical Modeling via Parallelized Multi-Scale Attention
36. CVPR 2026MSRL Scaling Generative Multimodal Reward Modeling via Multi-Stage Reinforcement Learning
37. CVPR 2026Negative Binomial Variational Autoencoders for Overdispersed Latent Modeling
38. CVPR 2026PaNDaS Learnable Shape Interpolation Modeling with Localized Control
39. CVPR 2026PARSE Part-Aware Relational Spatial Modeling
40. CVPR 2026Part2GS Part-aware Modeling of Articulated Objects using 3D Gaussian Splatting
41. CVPR 2026PETAR Localized Findings Generation with Mask-Aware Vision-Language Modeling for PET
42. CVPR 2026RAYNOVA Scale-Temporal Autoregressive World Modeling in Ray Space
43. CVPR 2026Rethinking Occlusion Modeling for UAV Tracking
44. CVPR 2026Rethinking UMM Visual Generation Masked Modeling for Efficient Image-Only Pre-training
45. CVPR 2026Revisiting Monocular SLAM with Spatio-Temporal Scene Modeling
46. CVPR 2026RnG A Unified Transformer for Complete 3D Modeling from Partial
47. CVPR 2026RT-Splatting Joint Reflection-Transmission Modeling with Gaussian Splatting
48. CVPR 2026Scalable Feature Matching via State Space Modeling and Sparse Correlation
49. CVPR 2026Semantics Lead the Way Harmonizing Semantic and Texture Modeling with
50. CVPR 2026Sky2Ground A Benchmark for Site Modeling under Varying Altitude

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。