用户建模论文趋势 2023–2026

主要结论

• 用户建模论文从 2023 年的 49 篇增长到 2026 年的 142 篇，三年间扩大到约 2.9 倍。
• NeurIPS 是发用户建模论文最多的会议，2023–2026 年共 121 篇，占四个会议总量的 36%。
• 交叉方向里涨得最快的是对齐与安全：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 26 篇。
• 在「教育与交互」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的界面理解是 1.8 倍，用户建模是 2.9 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 2026BehaviorBench: Modeling Real-World User Decisions from Behavioral Traces
• ICML 2026Eating for a Sustainable Planet: Personalized Sustainable Diet Recommendation via Constraint-Aware Decision-Making Modeling
• ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
• CVPR 2026D-Prism Differentiable Primitives for Structured Dynamic Modeling
• NeurIPS 2025Beyond Node-Centric Modeling: Sketching Signed Networks with Simplicial Complexes
• ICML 2025How Transformers Learn Structured Data: Insights From Hierarchical Filtering
• ICLR 2025Logic-Logit: A Logic-Based Approach to Choice 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 2024Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference
• CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
• NeurIPS 2023FairLISA: Fair User Modeling with Limited Sensitive Attributes Information
• ICML 2023dugMatting: Decomposed-Uncertainty-Guided Matting
• ICLR 2023Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps
• CVPR 2023BAAM: Monocular 3D Pose and Shape Reconstruction With Bi-Contextual Attention Module and Attention-Guided Modeling
• NeurIPS 2026Causally Structured Differential Network Modeling for Single-Cell Perturbation Prediction
• ICML 2026HyperMLP: An Integrated Perspective for Sequence Modeling
• ICLR 2026Ads that Stick: Near-Optimal Ad Optimization through Psychological Behavior Models
• CVPR 2026Learning Personalized Photographic Style from Pairwise User Preferences

全部用户建模论文

共 16 篇，第 1 / 1 页

1. ICLR 2023Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps
2. ICLR 2023Continuous-Discrete Convolution for Geometry-Sequence Modeling in Proteins
3. ICLR 2023Data Continuity Matters: Improving Sequence Modeling with Lipschitz Regularizer
4. ICLR 2023Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling
5. ICLR 2023Memorization-Dilation: Modeling Neural Collapse Under Noise
6. ICLR 2023Modeling content creator incentives on algorithm-curated platforms
7. ICLR 2023Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization
8. ICLR 2023Neural Lagrangian Schr\"{o}dinger Bridge: Diffusion Modeling for Population Dynamics
9. ICLR 2023Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling
10. ICLR 2023OTOv2: Automatic, Generic, User-Friendly
11. ICLR 2023Preference Transformer: Modeling Human Preferences using Transformers for RL
12. ICLR 2023Quality-Similar Diversity via Population Based Reinforcement Learning
13. ICLR 2023Scenario-based Question Answering with Interacting Contextual Properties
14. ICLR 2023The Surprising Computational Power of Nondeterministic Stack RNNs
15. ICLR 2023Toeplitz Neural Network for Sequence Modeling
16. ICLR 2023User-Interactive Offline Reinforcement Learning

常见问题

2023–2026 年四大会议一共有多少篇用户建模论文？

共 335 篇，按年份分别是 2023 年 49 篇、2024 年 54 篇、2025 年 90 篇、2026 年 142 篇。

NeurIPS 2026 有多少篇用户建模论文？

NeurIPS 2026 有 51 篇用户建模论文，上一届是 42 篇。

ICLR 2026 有多少篇用户建模论文？

ICLR 2026 有 40 篇用户建模论文，上一届是 17 篇。

ICML 2026 有多少篇用户建模论文？

ICML 2026 有 32 篇用户建模论文，上一届是 20 篇。

CVPR 2026 有多少篇用户建模论文？

CVPR 2026 有 19 篇用户建模论文，上一届是 11 篇。

哪个会议的用户建模论文最多？

NeurIPS，2023–2026 年共 121 篇。