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 321 篇，第 5 / 7 页
- NeurIPS 2025Brain-Inspired fMRI-to-Text Decoding via Incremental and Wrap-Up Language Modeling
- NeurIPS 2025CALM-PDE: Continuous and Adaptive Convolutions for Latent Space Modeling of Time-dependent PDEs
- NeurIPS 2025CaMiT: A Time-Aware Car Model Dataset for Classification and Generation
- NeurIPS 2025Chain-of-Action: Trajectory Autoregressive Modeling for Robotic Manipulation
- NeurIPS 2025CheMixHub: Datasets and Benchmarks for Chemical Mixture Property Prediction
- NeurIPS 2025Compressed and Smooth Latent Space for Text Diffusion Modeling
- NeurIPS 2025Conditional Diffusion Anomaly Modeling on Graphs
- NeurIPS 2025Conditional Panoramic Image Generation via Masked Autoregressive Modeling
- NeurIPS 2025Contextual Thompson Sampling via Generation of Missing Data
- NeurIPS 2025Continual Gaussian Mixture Distribution Modeling for Class Incremental Semantic Segmentation
- NeurIPS 2025Continuous Diffusion Model for Language Modeling
- NeurIPS 2025Controllable 3D Molecular Generation for Structure-Based Drug Design Through Bayesian Flow Networks and Gradient Integration
- NeurIPS 2025Corrector Sampling in Language Models
- NeurIPS 2025Cross-Modal Representational Knowledge Distillation for Enhanced Spike-informed LFP Modeling
- NeurIPS 2025CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling
- NeurIPS 2025Dendritic Resonate-and-Fire Neuron for Effective and Efficient Long Sequence Modeling
- NeurIPS 2025DiCo: Revitalizing ConvNets for Scalable and Efficient Diffusion Modeling
- NeurIPS 2025Diffusion Generative Modeling on Lie Group Representations
- NeurIPS 2025Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling
- NeurIPS 2025DoseSurv: Predicting Personalized Survival Outcomes under Continuous-Valued Treatments
- NeurIPS 2025Dynamic and Chemical Constraints to Enhance the Molecular Masked Graph Autoencoders
- NeurIPS 2025Dynamic Diffusion Schrödinger Bridge in Astrophysical Observational Inversions
- NeurIPS 2025Dynamic Semantic-Aware Correlation Modeling for UAV Tracking
- NeurIPS 2025EDBench: Large-Scale Electron Density Data for Molecular Modeling
- NeurIPS 2025Emergence of Linear Truth Encodings in Language Models
- NeurIPS 2025Energy Matching: Unifying Flow Matching and Energy-Based Models for Generative Modeling
- NeurIPS 2025Epistemic Uncertainty Estimation in Regression Ensemble Models with Pairwise Epistemic Estimators
- NeurIPS 2025Equi-mRNA: Protein Translation Equivariant Encoding for mRNA Language Models
- NeurIPS 2025EvoBrain: Dynamic Multi-Channel EEG Graph Modeling for Time-Evolving Brain Networks
- NeurIPS 2025FlashMD: long-stride, universal prediction of molecular dynamics
- NeurIPS 2025Flexible Language Modeling in Continuous Space with Transformer-based Autoregressive Flows
- NeurIPS 2025FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation
- NeurIPS 2025FreqPolicy: Frequency Autoregressive Visuomotor Policy with Continuous Tokens
- NeurIPS 2025From Bytes to Ideas: Language Modeling with Autoregressive U-Nets
- NeurIPS 2025Future-Aware End-to-End Driving: Bidirectional Modeling of Trajectory Planning and Scene Evolution
- NeurIPS 2025Generalizable Hand-Object Modeling from Monocular RGB Images via 3D Gaussians
- NeurIPS 2025Generating Full-field Evolution of Physical Dynamics from Irregular Sparse Observations
- NeurIPS 2025Generative Modeling of Full-Atom Protein Conformations using Latent Diffusion on Graph Embeddings
- NeurIPS 2025Geometric Mixture Models for Electrolyte Conductivity Prediction
- NeurIPS 2025GlobalTomo: A global dataset for physics-ML seismic wavefield modeling and FWI
- NeurIPS 2025GSPN-2: Efficient Parallel Sequence Modeling
- NeurIPS 2025Hankel Singular Value Regularization for Highly Compressible State Space Models
- NeurIPS 2025HetSyn: Versatile Timescale Integration in Spiking Neural Networks via Heterogeneous Synapses
- NeurIPS 2025How Does Sequence Modeling Architecture Influence Base Capabilities of Pre-trained Language Models? Exploring Key Architecture Design Principles to Avoid Base Capabilities Degradation
- NeurIPS 2025Identifying multi-compartment Hodgkin-Huxley models with high-density extracellular voltage recordings
- NeurIPS 2025IGD: Token Decisiveness Modeling via Information Gain in LLMs for Personalized Recommendation
- NeurIPS 2025Implicit Generative Property Enhancer
- NeurIPS 2025Improving Bilinear RNN with Closed-loop Control
- NeurIPS 2025Interpretable Next-token Prediction via the Generalized Induction Head
- NeurIPS 2025JAMUN: Bridging Smoothed Molecular Dynamics and Score-Based Learning for Conformational Ensemble Generation
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。