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 184 篇，第 2 / 4 页

51. CVPR 2026SMVRT Implicit Human 3D Modeling Using Sparse Multi-View Volumetric Reconstruction
52. CVPR 2026SparVAR Exploring Sparsity in Visual AutoRegressive Modeling for Training-Free Acceleration
53. CVPR 2026SpatialDiff 3D-Aware Object Movement via Implicit Spatial Modeling
54. CVPR 2026Stronger Normalization-Free Transformers
55. CVPR 2026Suppressing Non-Semantic Noise in Masked Image Modeling Representations
56. CVPR 2026TagSplat Topology-Aware Gaussian Splatting for Dynamic Mesh Modeling and Tracking
57. CVPR 2026Towards Holistic Modeling for Video Frame Interpolation with Auto-regressive Diffusion
58. CVPR 2026TraceGen World Modeling in 3D Trace Space Enables Learning from
59. CVPR 2026TriSim Tri-Dimensional Similarity Modeling with Extreme Value Theory for False-Negative
60. CVPR 2026U4D Uncertainty-Aware 4D World Modeling from LiDAR Sequences
61. CVPR 2026Unified Customized Generation by Disentangled Reward Modeling
62. CVPR 2026WorldReel 4D Video Generation with Consistent Geometry and Motion Modeling
63. CVPR 20253D Convex Splatting: Radiance Field Rendering with 3D Smooth Convexes
64. CVPR 2025ArticulatedGS: Self-supervised Digital Twin Modeling of Articulated Objects using 3D Gaussian Splatting
65. CVPR 2025Bootstrap Your Own Views: Masked Ego-Exo Modeling for Fine-grained View-invariant Video Representations
66. CVPR 2025Bridging Gait Recognition and Large Language Models Sequence Modeling
67. CVPR 2025ChainHOI: Joint-based Kinematic Chain Modeling for Human-Object Interaction Generation
68. CVPR 2025Change3D: Revisiting Change Detection and Captioning from A Video Modeling Perspective
69. CVPR 2025CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning
70. CVPR 2025Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient
71. CVPR 2025Diffusion-based Realistic Listening Head Generation via Hybrid Motion Modeling
72. CVPR 2025EnvGS: Modeling View-Dependent Appearance with Environment Gaussian
73. CVPR 2025EnvPoser: Environment-aware Realistic Human Motion Estimation from Sparse Observations with Uncertainty Modeling
74. CVPR 2025Extrapolating and Decoupling Image-to-Video Generation Models: Motion Modeling is Easier Than You Think
75. CVPR 2025FreeCloth: Free-form Generation Enhances Challenging Clothed Human Modeling
76. CVPR 2025Generative Modeling of Class Probability for Multi-Modal Representation Learning
77. CVPR 2025GeoDepth: From Point-to-Depth to Plane-to-Depth Modeling for Self-Supervised Monocular Depth Estimation
78. CVPR 2025GroomLight: Hybrid Inverse Rendering for Relightable Human Hair Appearance Modeling
79. CVPR 2025Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification
80. CVPR 2025Illumination Spectrum Estimation for Multispectral Images via Surface Reflectance Modeling and Spatial-Spectral Feature Generation
81. CVPR 2025Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis
82. CVPR 2025LeanGaussian: Breaking Pixel or Point Cloud Correspondence in Modeling 3D Gaussians
83. CVPR 2025LOCORE: Image Re-ranking with Long-Context Sequence Modeling
84. CVPR 2025MagicArticulate: Make Your 3D Models Articulation-Ready
85. CVPR 2025Masked Scene Modeling: Narrowing the Gap Between Supervised and Self-Supervised Learning in 3D Scene Understanding
86. CVPR 2025MeshArt: Generating Articulated Meshes with Structure-Guided Transformers
87. CVPR 2025MMAR: Towards Lossless Multi-Modal Auto-Regressive Probabilistic Modeling
88. CVPR 2025Modeling Multiple Normal Action Representations for Error Detection in Procedural Tasks
89. CVPR 2025ModeSeq: Taming Sparse Multimodal Motion Prediction with Sequential Mode Modeling
90. CVPR 2025MOS: Modeling Object-Scene Associations in Generalized Category Discovery
91. CVPR 2025MV-SSM: Multi-View State Space Modeling for 3D Human Pose Estimation
92. CVPR 2025Neural Hierarchical Decomposition for Single Image Plant Modeling
93. CVPR 2025Parallel Sequence Modeling via Generalized Spatial Propagation Network
94. CVPR 2025PartRM: Modeling Part-Level Dynamics with Large Cross-State Reconstruction Model
95. CVPR 2025Person De-reidentification: A Variation-guided Identity Shift Modeling
96. CVPR 2025Poly-Autoregressive Prediction for Modeling Interactions
97. CVPR 2025Radio Frequency Ray Tracing with Neural Object Representation for Enhanced RF Modeling
98. CVPR 2025Relation3D : Enhancing Relation Modeling for Point Cloud Instance Segmentation
99. CVPR 2025RGBAvatar: Reduced Gaussian Blendshapes for Online Modeling of Head Avatars
100. CVPR 2025RigGS: Rigging of 3D Gaussians for Modeling Articulated Objects in Videos

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。