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 80 篇，第 2 / 2 页

51. ICLR 2025On the Benefits of Memory for Modeling Time-Dependent PDEs
52. ICLR 2025PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment
53. ICLR 2025Perm: A Parametric Representation for Multi-Style 3D Hair Modeling
54. ICLR 2025PharmacoMatch: Efficient 3D Pharmacophore Screening via Neural Subgraph Matching
55. ICLR 2025Poisson-Dirac Neural Networks for Modeling Coupled Dynamical Systems across Domains
56. ICLR 2025Progressive Compression with Universally Quantized Diffusion Models
57. ICLR 2025Provable unlearning in topic modeling and downstream tasks
58. ICLR 2025Pyramidal Flow Matching for Efficient Video Generative Modeling
59. ICLR 2025Rare event modeling with self-regularized normalizing flows: what can we learn from a single failure?
60. ICLR 2025REBIND: Enhancing Ground-state Molecular Conformation Prediction via Force-Based Graph Rewiring
61. ICLR 2025ReMatching Dynamic Reconstruction Flow
62. ICLR 2025Rethinking Reward Modeling in Preference-based Large Language Model Alignment
63. ICLR 2025Revolutionizing EMCCD Denoising through a Novel Physics-Based Learning Framework for Noise Modeling
64. ICLR 2025Robust Barycenter Estimation using Semi-Unbalanced Neural Optimal Transport
65. ICLR 2025Scaling Autonomous Agents via Automatic Reward Modeling And Planning
66. ICLR 2025Score Forgetting Distillation: A Swift, Data-Free Method for Machine Unlearning in Diffusion Models
67. ICLR 2025Simple ReFlow: Improved Techniques for Fast Flow Models
68. ICLR 2025SMI-Editor: Edit-based SMILES Language Model with Fragment-level Supervision
69. ICLR 2025SOAP: Improving and Stabilizing Shampoo using Adam for Language Modeling
70. ICLR 2025Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction
71. ICLR 2025SymDiff: Equivariant Diffusion via Stochastic Symmetrisation
72. ICLR 2025TFG-Flow: Training-free Guidance in Multimodal Generative Flow
73. ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
74. ICLR 2025The Same but Different: Structural Similarities and Differences in Multilingual Language Modeling
75. ICLR 2025TopoLM: brain-like spatio-functional organization in a topographic language model
76. ICLR 2025Trivialized Momentum Facilitates Diffusion Generative Modeling on Lie Groups
77. ICLR 2025Uncertainty Modeling in Graph Neural Networks via Stochastic Differential Equations
78. ICLR 2025UniGEM: A Unified Approach to Generation and Property Prediction for Molecules
79. ICLR 2025What is Wrong with Perplexity for Long-context Language Modeling?
80. ICLR 2025Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data

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。