分子建模论文趋势 2023–2026
分子性质与生成
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,038 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 27 | 44 | 21 | 45 | 137 |
| 2024 | 78 | 38 | 60 | 31 | 207 |
| 2025 | 132 | 80 | 63 | 46 | 321 |
| 2026 | 114 | 90 | 107 | 62 | 373 |
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 19 / 21 页
- NeurIPS 2024Variational Flow Matching for Graph Generation
- CVPR 2023Accelerating Vision-Language Pretraining With Free Language Modeling
- CVPR 2023BAAM: Monocular 3D Pose and Shape Reconstruction With Bi-Contextual Attention Module and Attention-Guided Modeling
- CVPR 2023Biomechanics-Guided Facial Action Unit Detection Through Force Modeling
- CVPR 2023BlendFields: Few-Shot Example-Driven Facial Modeling
- CVPR 2023CAP: Robust Point Cloud Classification via Semantic and Structural Modeling
- CVPR 2023CloSET: Modeling Clothed Humans on Continuous Surface With Explicit Template Decomposition
- CVPR 2023DANI-Net: Uncalibrated Photometric Stereo by Differentiable Shadow Handling, Anisotropic Reflectance Modeling, and Neural Inverse Rendering
- CVPR 2023Delving Into Discrete Normalizing Flows on SO(3) Manifold for Probabilistic Rotation Modeling
- CVPR 2023DNeRV: Modeling Inherent Dynamics via Difference Neural Representation for Videos
- CVPR 2023Effective Ambiguity Attack Against Passport-Based DNN Intellectual Property Protection Schemes Through Fully Connected Layer Substitution
- CVPR 2023Four-View Geometry With Unknown Radial Distortion
- CVPR 2023Generalized Relation Modeling for Transformer Tracking
- CVPR 2023GlassesGAN: Eyewear Personalization Using Synthetic Appearance Discovery and Targeted Subspace Modeling
- CVPR 2023Global-to-Local Modeling for Video-Based 3D Human Pose and Shape Estimation
- CVPR 2023HairStep: Transfer Synthetic to Real Using Strand and Depth Maps for Single-View 3D Hair Modeling
- CVPR 2023Hard Patches Mining for Masked Image Modeling
- CVPR 2023Improving Table Structure Recognition With Visual-Alignment Sequential Coordinate Modeling
- CVPR 2023Learning From Unique Perspectives: User-Aware Saliency Modeling
- CVPR 2023Learning Neural Proto-Face Field for Disentangled 3D Face Modeling in the Wild
- CVPR 2023Low-Light Image Enhancement via Structure Modeling and Guidance
- CVPR 2023MixNeRF: Modeling a Ray With Mixture Density for Novel View Synthesis From Sparse Inputs
- CVPR 2023MM-3DScene: 3D Scene Understanding by Customizing Masked Modeling With Informative-Preserved Reconstruction and Self-Distilled Consistency
- CVPR 2023Modeling Entities As Semantic Points for Visual Information Extraction in the Wild
- CVPR 2023Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery
- CVPR 2023Modeling the Distributional Uncertainty for Salient Object Detection Models
- CVPR 2023Neural Lens Modeling
- CVPR 2023NeuralDome: A Neural Modeling Pipeline on Multi-View Human-Object Interactions
- CVPR 2023Neuron Structure Modeling for Generalizable Remote Physiological Measurement
- CVPR 2023NIRVANA: Neural Implicit Representations of Videos With Adaptive Networks and Autoregressive Patch-Wise Modeling
- CVPR 2023On Data Scaling in Masked Image Modeling
- CVPR 2023Open-Category Human-Object Interaction Pre-Training via Language Modeling Framework
- CVPR 2023Physically Realizable Natural-Looking Clothing Textures Evade Person Detectors via 3D Modeling
- CVPR 2023Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography
- CVPR 2023RaBit: Parametric Modeling of 3D Biped Cartoon Characters With a Topological-Consistent Dataset
- CVPR 2023Rethinking Out-of-Distribution (OOD) Detection: Masked Image Modeling Is All You Need
- CVPR 2023Revealing the Dark Secrets of Masked Image Modeling
- CVPR 2023Seeing Beyond the Brain: Conditional Diffusion Model With Sparse Masked Modeling for Vision Decoding
- CVPR 2023Standing Between Past and Future: Spatio-Temporal Modeling for Multi-Camera 3D Multi-Object Tracking
- CVPR 2023Stare at What You See: Masked Image Modeling Without Reconstruction
- CVPR 2023Towards End-to-End Generative Modeling of Long Videos With Memory-Efficient Bidirectional Transformers
- CVPR 2023TriDet: Temporal Action Detection With Relative Boundary Modeling
- CVPR 2023Understanding Masked Image Modeling via Learning Occlusion Invariant Feature
- CVPR 2023Unified Pose Sequence Modeling
- CVPR 2023Where Is My Wallet? Modeling Object Proposal Sets for Egocentric Visual Query Localization
- CVPR 2023ZBS: Zero-Shot Background Subtraction via Instance-Level Background Modeling and Foreground Selection
- ICLR 2023$\mathcal{O}$-GNN: incorporating ring priors into molecular modeling
- ICLR 2023A Non-monotonic Self-terminating Language Model
- ICLR 2023Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps
- ICLR 2023Bridge the Inference Gaps of Neural Processes via Expectation Maximization
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 查分子建模在 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": "molecular-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。