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 14 篇，第 1 / 1 页

1. ICML 2023Algorithms for bounding contribution for histogram estimation under user-level privacy
2. ICML 2023dugMatting: Decomposed-Uncertainty-Guided Matting
3. ICML 2023Federated Linear Contextual Bandits with User-level Differential Privacy
4. ICML 2023Improved Analysis of Score-based Generative Modeling: User-Friendly Bounds under Minimal Smoothness Assumptions
5. ICML 2023Learning to Suggest Breaks: Sustainable Optimization of Long-Term User Engagement
6. ICML 2023Modeling Dynamic Environments with Scene Graph Memory
7. ICML 2023On Excess Mass Behavior in Gaussian Mixture Models with Orlicz-Wasserstein Distances
8. ICML 2023On User-Level Private Convex Optimization
9. ICML 2023R-U-SURE? Uncertainty-Aware Code Suggestions By Maximizing Utility Across Random User Intents
10. ICML 2023Reinforcement Learning with History Dependent Dynamic Contexts
11. ICML 2023Robust Satisficing MDPs
12. ICML 2023Strategic Classification with Unknown User Manipulations
13. ICML 2023TRAK: Attributing Model Behavior at Scale
14. ICML 2023User-level Private Stochastic Convex Optimization with Optimal Rates

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。