用户建模论文趋势 2023–2026

偏好与行为建模

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 335 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

用户建模论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023101614949
2024181220454
20254217201190
202651403219142

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

全部用户建模论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 335 篇，第 4 / 7 页

  1. CVPR 2025Poly-Autoregressive Prediction for Modeling Interactions
  2. CVPR 2025ReCapture: Generative Video Camera Controls for User-Provided Videos using Masked Video Fine-Tuning
  3. CVPR 2025VisionArena: 230k Real World User-VLM Conversations with Preference Labels
  4. ICLR 2025BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation
  5. ICLR 2025BRAID: Input-driven Nonlinear Dynamical Modeling of Neural-Behavioral Data
  6. ICLR 2025Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization
  7. ICLR 2025Causally Motivated Sycophancy Mitigation for Large Language Models
  8. ICLR 2025Finally Rank-Breaking Conquers MNL Bandits: Optimal and Efficient Algorithms for MNL Assortment
  9. ICLR 2025Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment
  10. ICLR 2025Flow Matching with General Discrete Paths: A Kinetic-Optimal Perspective
  11. ICLR 2025Framer: Interactive Frame Interpolation
  12. ICLR 2025HelpSteer2-Preference: Complementing Ratings with Preferences
  13. ICLR 2025Language Representations Can be What Recommenders Need: Findings and Potentials
  14. ICLR 2025Logic-Logit: A Logic-Based Approach to Choice Modeling
  15. ICLR 2025Long-Sequence Recommendation Models Need Decoupled Embeddings
  16. ICLR 2025Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions
  17. ICLR 2025MuHBoost: Multi-Label Boosting For Practical Longitudinal Human Behavior Modeling
  18. ICLR 2025PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment
  19. ICLR 2025Rethinking Reward Modeling in Preference-based Large Language Model Alignment
  20. ICLR 2025Strong Preferences Affect the Robustness of Preference Models and Value Alignment
  21. ICML 2025Aligning LLMs by Predicting Preferences from User Writing Samples
  22. ICML 2025Combinatorial Reinforcement Learning with Preference Feedback
  23. ICML 2025Deep Reinforcement Learning from Hierarchical Preference Design
  24. ICML 2025Designing Cyclic Peptides via Harmonic SDE with Atom-Bond Modeling
  25. ICML 2025Discovering Symbolic Cognitive Models from Human and Animal Behavior
  26. ICML 2025DriveGPT: Scaling Autoregressive Behavior Models for Driving
  27. ICML 2025Dynamical Modeling of Behaviorally Relevant Spatiotemporal Patterns in Neural Imaging Data
  28. ICML 2025How Transformers Learn Structured Data: Insights From Hierarchical Filtering
  29. ICML 2025Improving Reward Model Generalization from Adversarial Process Enhanced Preferences
  30. ICML 2025Invariant Deep Uplift Modeling for Incentive Assignment in Online Marketing via Probability of Necessity and Sufficiency
  31. ICML 2025LASER: Attention with Exponential Transformation
  32. ICML 2025Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes
  33. ICML 2025Learning Parametric Distributions from Samples and Preferences
  34. ICML 2025Leveraging Sparsity for Sample-Efficient Preference Learning: A Theoretical Perspective
  35. ICML 2025On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists
  36. ICML 2025Position: Explainable AI Cannot Advance Without Better User Studies
  37. ICML 2025Preference-CFR: Beyond Nash Equilibrium for Better Game Strategies
  38. ICML 2025Representation Surgery in Model Merging with Probabilistic Modeling
  39. ICML 2025Reward Modeling with Ordinal Feedback: Wisdom of the Crowd
  40. ICML 2025Universal Approximation of Mean-Field Models via Transformers
  41. NeurIPS 2025Adaptive Preference Arithmetic: A Personalized Agent with Adaptive Preference Arithmetic for Dynamic Preference Modeling
  42. NeurIPS 2025Architectural and Inferential Inductive Biases for Exchangeable Sequence Modeling
  43. NeurIPS 2025Beyond Node-Centric Modeling: Sketching Signed Networks with Simplicial Complexes
  44. NeurIPS 2025Counterfactual Implicit Feedback Modeling
  45. NeurIPS 2025Cross-Modal Representational Knowledge Distillation for Enhanced Spike-informed LFP Modeling
  46. NeurIPS 2025EyeBench: Predictive Modeling from Eye Movements in Reading
  47. NeurIPS 2025Fading to Grow: Growing Preference Ratios via Preference Fading Discrete Diffusion for Recommendation
  48. NeurIPS 2025Flow Matching-Based Autonomous Driving Planning with Advanced Interactive Behavior Modeling
  49. NeurIPS 2025From Bytes to Ideas: Language Modeling with Autoregressive U-Nets
  50. NeurIPS 2025Generalized Top-k Mallows Model for Ranked Choices

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 查用户建模在 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": "user-modeling"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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