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 38 篇，第 1 / 1 页

1. ICLR 2024$\texttt{NAISR}$: A 3D Neural Additive Model for Interpretable Shape Representation
2. ICLR 2024Chain of Thought Empowers Transformers to Solve Inherently Serial Problems
3. ICLR 2024Conformal Language Modeling
4. ICLR 2024Denoising Diffusion Bridge Models
5. ICLR 2024Domain-Agnostic Molecular Generation with Chemical Feedback
6. ICLR 2024Efficient Dynamics Modeling in Interactive Environments with Koopman Theory
7. ICLR 2024EMO: EARTH MOVER DISTANCE OPTIMIZATION FOR AUTO-REGRESSIVE LANGUAGE MODELING
8. ICLR 2024Equivariant Scalar Fields for Molecular Docking with Fast Fourier Transforms
9. ICLR 2024Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models
10. ICLR 2024FITS: Modeling Time Series with $10k$ Parameters
11. ICLR 2024Future Language Modeling from Temporal Document History
12. ICLR 2024Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs
13. ICLR 2024Generative Modeling with Phase Stochastic Bridge
14. ICLR 2024GTMGC: Using Graph Transformer to Predict Molecule’s Ground-State Conformation
15. ICLR 2024Image Inpainting via Iteratively Decoupled Probabilistic Modeling
16. ICLR 2024In-Context Pretraining: Language Modeling Beyond Document Boundaries
17. ICLR 2024LEAP: Liberate Sparse-View 3D Modeling from Camera Poses
18. ICLR 2024Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling
19. ICLR 2024Likelihood Training of Cascaded Diffusion Models via Hierarchical Volume-preserving Maps
20. ICLR 2024LLMCarbon: Modeling the End-to-End Carbon Footprint of Large Language Models
21. ICLR 2024Mask-Based Modeling for Neural Radiance Fields
22. ICLR 2024Model Merging by Uncertainty-Based Gradient Matching
23. ICLR 2024Modeling Boundedly Rational Agents with Latent Inference Budgets
24. ICLR 2024Multimarginal Generative Modeling with Stochastic Interpolants
25. ICLR 2024Multimodal Molecular Pretraining via Modality Blending
26. ICLR 2024NuwaDynamics: Discovering and Updating in Causal Spatio-Temporal Modeling
27. ICLR 2024Proving Test Set Contamination in Black-Box Language Models
28. ICLR 2024Removing Biases from Molecular Representations via Information Maximization
29. ICLR 2024Representation Deficiency in Masked Language Modeling
30. ICLR 2024RetroBridge: Modeling Retrosynthesis with Markov Bridges
31. ICLR 2024SaProt: Protein Language Modeling with Structure-aware Vocabulary
32. ICLR 2024SILO Language Models: Isolating Legal Risk In a Nonparametric Datastore
33. ICLR 2024Sliced Denoising: A Physics-Informed Molecular Pre-Training Method
34. ICLR 2024Topic Modeling as Multi-Objective Contrastive Optimization
35. ICLR 2024TRAM: Bridging Trust Regions and Sharpness Aware Minimization
36. ICLR 2024UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling
37. ICLR 2024Unified Generative Modeling of 3D Molecules with Bayesian Flow Networks
38. ICLR 2024VDT: General-purpose Video Diffusion Transformers via Mask Modeling

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。