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 2 / 21 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. ICLR 20263DCS: Datasets and Benchmark for Evaluating Conformational Sensitivity in Molecular Representations
64. ICLR 2026A Genetic Algorithm for Navigating Synthesizable Molecular Spaces
65. ICLR 2026A Resolution-Agnostic Geometric Transformer for Chromosome Modeling Using Inertial Frame
66. ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
67. ICLR 2026A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling
68. ICLR 2026Accelerating Benchmarking of Functional Connectivity Modeling via Structure-aware Core-set Selection
69. ICLR 2026Align Your Structures: Generating Trajectories with Structure Pretraining for Molecular Dynamics
70. ICLR 2026Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment Modeling
71. ICLR 2026AntigenLM: Structure-Aware DNA Language Modeling for Influenza
72. ICLR 2026Are Global Dependencies Necessary? Scalable Time Series Forecasting via Local Cross-Variate Modeling
73. ICLR 2026Atomic HINs: Entity-Attribute Duality for Heterogeneous Graph Modeling
74. ICLR 2026Beyond Binary Preferences: A Principled Framework for Reward Modeling with Ordinal Feedback
75. ICLR 2026Beyond Pairwise: Empowering LLM Alignment With (Ranked) Choice Modeling
76. ICLR 2026ByteFlow: Language Modeling through Adaptive Byte Compression without a Tokenizer
77. ICLR 2026Chessformer: A Unified Architecture for Chess Modeling
78. ICLR 2026Controllable Sequence Editing for Biological and Clinical Trajectories
79. ICLR 2026ConvT3: Structured State Kernels for Convolutional State Space Models
80. ICLR 2026CORDS - Continuous Representations of Discrete Structures
81. ICLR 2026Dynamic Chunking for End-to-End Hierarchical Sequence Modeling
82. ICLR 2026Enhancing Diffusion-Based Sampling with Molecular Collective Variables
83. ICLR 2026Enhancing Molecular Property Predictions by Learning from Bond Modelling and Interactions
84. ICLR 2026Entropy-Guided Dynamic Tokens for Graph-LLM Alignment in Molecular Understanding
85. ICLR 2026Explainable Mixture Models through Differentiable Rule Learning
86. ICLR 2026FACET: A Fragment-Aware Conformer Ensemble Transformer
87. ICLR 2026FantasyWorld: Geometry-Consistent World Modeling via Unified Video and 3D Prediction
88. ICLR 2026Flow Along the $K$-Amplitude for Generative Modeling
89. ICLR 2026Free Energy Mixer
90. ICLR 2026GAGA: Gaussianity-Aware Gaussian Approximation for Efficient 3D Molecular Generation
91. ICLR 2026Generative Modeling from Black-Box Corruptions via Self-Consistent Stochastic Interpolants
92. ICLR 2026Geometry Forcing: Marrying Video Diffusion and 3D Representation for Consistent World Modeling
93. ICLR 2026Graph Diffusion Transformers are In-Context Molecular Designers
94. ICLR 2026h-MINT: Modeling Pocket-Ligand Binding with Hierarchical Molecular Interaction Network
95. ICLR 2026HAMLET: Hyperadaptive Agent-based Modeling for Live Embodied Theatrics
96. ICLR 2026Hierarchical Multi-Scale Molecular Conformer Generation with Structural Awareness
97. ICLR 2026HLD: Approximate Hierarchical Linguistic Distribution Modeling for LLM-Generated Text Detection
98. ICLR 2026I2Mole: Interaction-aware Invariant Molecular Learning For Generalizable Property Prediction
99. ICLR 2026Laplacian Multi-scale Flow Matching for Generative Modeling
100. ICLR 2026Latent Particle World Models: Self-supervised Object-centric Stochastic Dynamics 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。