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 9 / 21 页
- CVPR 2025MOS: Modeling Object-Scene Associations in Generalized Category Discovery
- CVPR 2025MV-SSM: Multi-View State Space Modeling for 3D Human Pose Estimation
- CVPR 2025Neural Hierarchical Decomposition for Single Image Plant Modeling
- CVPR 2025Parallel Sequence Modeling via Generalized Spatial Propagation Network
- CVPR 2025PartRM: Modeling Part-Level Dynamics with Large Cross-State Reconstruction Model
- CVPR 2025Person De-reidentification: A Variation-guided Identity Shift Modeling
- CVPR 2025Poly-Autoregressive Prediction for Modeling Interactions
- CVPR 2025Radio Frequency Ray Tracing with Neural Object Representation for Enhanced RF Modeling
- CVPR 2025Relation3D : Enhancing Relation Modeling for Point Cloud Instance Segmentation
- CVPR 2025RGBAvatar: Reduced Gaussian Blendshapes for Online Modeling of Head Avatars
- CVPR 2025RigGS: Rigging of 3D Gaussians for Modeling Articulated Objects in Videos
- CVPR 2025SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation
- CVPR 2025SpecTRe-GS: Modeling Highly Specular Surfaces with Reflected Nearby Objects by Tracing Rays in 3D Gaussian Splatting
- CVPR 2025Textured Gaussians for Enhanced 3D Scene Appearance Modeling
- CVPR 2025Towards Realistic Example-based Modeling via 3D Gaussian Stitching
- CVPR 2025Unsupervised Continual Domain Shift Learning with Multi-Prototype Modeling
- CVPR 2025VideoSPatS: Video SPatiotemporal Splines for Disentangled Occlusion, Appearance and Motion Modeling and Editing
- CVPR 2025VidMuse: A Simple Video-to-Music Generation Framework with Long-Short-Term Modeling
- CVPR 2025World-consistent Video Diffusion with Explicit 3D Modeling
- ICLR 20253D-MolT5: Leveraging Discrete Structural Information for Molecule-Text Modeling
- ICLR 2025A Large-scale Dataset and Benchmark for Commuting Origin-Destination Flow Generation
- ICLR 2025Adaptive Shrinkage Estimation for Personalized Deep Kernel Regression in Modeling Brain Trajectories
- ICLR 2025Aria-MIDI: A Dataset of Piano MIDI Files for Symbolic Music Modeling
- ICLR 2025AssembleFlow: Rigid Flow Matching with Inertial Frames for Molecular Assembly
- ICLR 2025Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution
- ICLR 2025BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation
- ICLR 2025BRAID: Input-driven Nonlinear Dynamical Modeling of Neural-Behavioral Data
- ICLR 2025CFD: Learning Generalized Molecular Representation via Concept-Enhanced Feedback Disentanglement
- ICLR 2025Chunk-Distilled Language Modeling
- ICLR 2025Circuit Representation Learning with Masked Gate Modeling and Verilog-AIG Alignment
- ICLR 2025CL-MFAP: A Contrastive Learning-Based Multimodal Foundation Model for Molecular Property Prediction and Antibiotic Screening
- ICLR 2025Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering
- ICLR 2025Correlation and Navigation in the Vocabulary Key Representation Space of Language Models
- ICLR 2025Counterfactual Generative Modeling with Variational Causal Inference
- ICLR 2025Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling
- ICLR 2025Curriculum-aware Training for Discriminating Molecular Property Prediction Models
- ICLR 2025Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance
- ICLR 2025DeciMamba: Exploring the Length Extrapolation Potential of Mamba
- ICLR 2025Deep Signature: Characterization of Large-Scale Molecular Dynamics
- ICLR 2025DenoiseVAE: Learning Molecule-Adaptive Noise Distributions for Denoising-based 3D Molecular Pre-training
- ICLR 2025Differential Transformer
- ICLR 2025Diffusion Generative Modeling for Spatially Resolved Gene Expression Inference from Histology Images
- ICLR 2025Discrete Diffusion Schrödinger Bridge Matching for Graph Transformation
- ICLR 2025E(3)-equivariant models cannot learn chirality: Field-based molecular generation
- ICLR 2025E(n) Equivariant Topological Neural Networks
- ICLR 2025Efficient Evolutionary Search Over Chemical Space with Large Language Models
- ICLR 2025Equivariant Masked Position Prediction for Efficient Molecular Representation
- ICLR 2025Forgetting Transformer: Softmax Attention with a Forget Gate
- ICLR 2025Framer: Interactive Frame Interpolation
- ICLR 2025Gaussian-Based Instance-Adaptive Intensity Modeling for Point-Supervised Facial Expression Spotting
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。