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 351 篇，第 3 / 8 页

101. NeurIPS 2026Temperature-Regulated Stochastic Sampling for Diffusion-Based High-Quality Molecular Generation
102. NeurIPS 2026The Sparsity Whisperer
103. NeurIPS 2026Time–Frequency Non-Stationary Modeling for Multivariate Time Series Forecasting
104. NeurIPS 2026TimeOperator: A Function-to-Function Approach to Time Series Modeling
105. NeurIPS 2026Towards Closing the Autoregressive Gap in Language Modeling via Entropy-Gated Continuous Bitstream Diffusion
106. NeurIPS 2026Towards Financial World Modeling
107. NeurIPS 2026UGM: Unified Multi-scale Genomic Event Modeling with Site-level Joint Prediction
108. NeurIPS 2026UNICOM: Unified Multimodal Modeling via Compressed Continuous Semantic Representations
109. NeurIPS 2026Unified Generative-Predictive Modeling for 4D Scene Understanding
110. NeurIPS 2026Vermeer: Autoregressive generative modeling of microscopy predicts protein localization
111. NeurIPS 2026Visual-ERM: Reward Modeling for Visual Equivalence
112. NeurIPS 2026When Attention Collapses: Residual Evidence Modeling for Compositional Inference
113. NeurIPS 2026When Riemann flows with Wasserstein: Generative Modeling of Probability Distributions on Manifolds
114. NeurIPS 2026World-Model-Inspired Flicker State Modeling for Burst Flicker Removal
115. NeurIPS 20253D-GSRD: 3D Molecular Graph Auto-Encoder with Selective Re-mask Decoding
116. NeurIPS 2025Adaptive Preference Arithmetic: A Personalized Agent with Adaptive Preference Arithmetic for Dynamic Preference Modeling
117. NeurIPS 2025Adjoint Schrödinger Bridge Sampler
118. NeurIPS 2025Architectural and Inferential Inductive Biases for Exchangeable Sequence Modeling
119. NeurIPS 2025ArchPower: Dataset for Architecture-Level Power Modeling of Modern CPU Design
120. NeurIPS 2025ARMesh: Autoregressive Mesh Generation via Next-Level-of-Detail Prediction
121. NeurIPS 2025Automatic Auxiliary Task Selection and Adaptive Weighting Boost Molecular Property Prediction
122. NeurIPS 2025Beyond Node-Centric Modeling: Sketching Signed Networks with Simplicial Complexes
123. NeurIPS 2025Beyond Pairwise Connections: Extracting High-Order Functional Brain Network Structures under Global Constraints
124. NeurIPS 2025BioCG: Constrained Generative Modeling for Biochemical Interaction Prediction
125. NeurIPS 2025BOOM: Benchmarking Out-Of-distribution Molecular Property Predictions of Machine Learning Models
126. NeurIPS 2025Brain-Inspired fMRI-to-Text Decoding via Incremental and Wrap-Up Language Modeling
127. NeurIPS 2025CALM-PDE: Continuous and Adaptive Convolutions for Latent Space Modeling of Time-dependent PDEs
128. NeurIPS 2025CaMiT: A Time-Aware Car Model Dataset for Classification and Generation
129. NeurIPS 2025Chain-of-Action: Trajectory Autoregressive Modeling for Robotic Manipulation
130. NeurIPS 2025CheMixHub: Datasets and Benchmarks for Chemical Mixture Property Prediction
131. NeurIPS 2025Compressed and Smooth Latent Space for Text Diffusion Modeling
132. NeurIPS 2025Conditional Diffusion Anomaly Modeling on Graphs
133. NeurIPS 2025Conditional Panoramic Image Generation via Masked Autoregressive Modeling
134. NeurIPS 2025Contextual Thompson Sampling via Generation of Missing Data
135. NeurIPS 2025Continual Gaussian Mixture Distribution Modeling for Class Incremental Semantic Segmentation
136. NeurIPS 2025Continuous Diffusion Model for Language Modeling
137. NeurIPS 2025Controllable 3D Molecular Generation for Structure-Based Drug Design Through Bayesian Flow Networks and Gradient Integration
138. NeurIPS 2025Corrector Sampling in Language Models
139. NeurIPS 2025Cross-Modal Representational Knowledge Distillation for Enhanced Spike-informed LFP Modeling
140. NeurIPS 2025CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling
141. NeurIPS 2025Dendritic Resonate-and-Fire Neuron for Effective and Efficient Long Sequence Modeling
142. NeurIPS 2025DiCo: Revitalizing ConvNets for Scalable and Efficient Diffusion Modeling
143. NeurIPS 2025Diffusion Generative Modeling on Lie Group Representations
144. NeurIPS 2025Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling
145. NeurIPS 2025DoseSurv: Predicting Personalized Survival Outcomes under Continuous-Valued Treatments
146. NeurIPS 2025Dynamic and Chemical Constraints to Enhance the Molecular Masked Graph Autoencoders
147. NeurIPS 2025Dynamic Diffusion Schrödinger Bridge in Astrophysical Observational Inversions
148. NeurIPS 2025Dynamic Semantic-Aware Correlation Modeling for UAV Tracking
149. NeurIPS 2025EDBench: Large-Scale Electron Density Data for Molecular Modeling
150. NeurIPS 2025Emergence of Linear Truth Encodings in Language Models

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。