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 5 / 7 页

  1. NeurIPS 2025Identifying interactions across brain areas while accounting for individual-neuron dynamics with a Transformer-based variational autoencoder
  2. NeurIPS 2025In-Context Learning Strategies Emerge Rationally
  3. NeurIPS 2025Inference-Time Personalized Alignment with a Few User Preference Queries
  4. NeurIPS 2025Learning CAD Modeling Sequences via Projection and Part Awareness
  5. NeurIPS 2025Limited Preference Data? Learning Better Reward Model with Latent Space Synthesis
  6. NeurIPS 2025Listwise Preference Diffusion Optimization for User Behavior Trajectories Prediction
  7. NeurIPS 2025LiteReality: Graphic-Ready 3D Scene Reconstruction from RGB-D Scans
  8. NeurIPS 2025Local-Global Associative Frames for Symmetry-Preserving Crystal Structure Modeling
  9. NeurIPS 2025Model–Behavior Alignment under Flexible Evaluation: When the Best-Fitting Model Isn’t the Right One
  10. NeurIPS 2025Modeling Cell Dynamics and Interactions with Unbalanced Mean Field Schrödinger Bridge
  11. NeurIPS 2025Modeling Dynamic Neural Activity by combining Naturalistic Video Stimuli and Stimulus-independent Latent Factors
  12. NeurIPS 2025MTRec: Learning to Align with User Preferences via Mental Reward Models
  13. NeurIPS 2025PANTHER: Generative Pretraining Beyond Language for Sequential User Behavior Modeling
  14. NeurIPS 2025PDEfuncta: Spectrally-Aware Neural Representation for PDE Solution Modeling
  15. NeurIPS 2025Preference Learning with Lie Detectors can Induce Honesty or Evasion
  16. NeurIPS 2025Principled Fine-tuning of LLMs from User-Edits: A Medley of Preference, Supervision, and Reward
  17. NeurIPS 2025Provably Efficient Online RLHF with One-Pass Reward Modeling
  18. NeurIPS 2025RAT: Bridging RNN Efficiency and Attention Accuracy via Chunk-based Sequence Modeling
  19. NeurIPS 2025Reaction Prediction via Interaction Modeling of Symmetric Difference Shingle Sets
  20. NeurIPS 2025Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling
  21. NeurIPS 2025ResponseRank: Data-Efficient Reward Modeling through Preference Strength Learning
  22. NeurIPS 2025Revisiting Bi-Linear State Transitions in Recurrent Neural Networks
  23. NeurIPS 2025SAS: Simulated Attention Score
  24. NeurIPS 2025ShapeCraft: LLM Agents for Structured, Textured and Interactive 3D Modeling
  25. NeurIPS 2025SPOT-Trip: Dual-Preference Driven Out-of-Town Trip Recommendation
  26. NeurIPS 2025STaRFormer: Semi-Supervised Task-Informed Representation Learning via Dynamic Attention-Based Regional Masking for Sequential Data
  27. NeurIPS 2025Streaming Stochastic Submodular Maximization with On-Demand User Requests
  28. NeurIPS 2025Teaching Language Models to Evolve with Users: Dynamic Profile Modeling for Personalized Alignment
  29. NeurIPS 2025Tractable Multinomial Logit Contextual Bandits with Non-Linear Utilities
  30. NeurIPS 2025User-Instructed Disparity-aware Defocus Control
  31. NeurIPS 2025Value-Guided Decision Transformer: A Unified Reinforcement Learning Framework for Online and Offline Settings
  32. NeurIPS 2025Why Popular MOEAs are Popular: Proven Advantages in Approximating the Pareto Front
  33. CVPR 2024InstructDiffusion: A Generalist Modeling Interface for Vision Tasks
  34. CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
  35. CVPR 2024U-VAP: User-specified Visual Appearance Personalization via Decoupled Self Augmentation
  36. CVPR 2024XCube: Large-Scale 3D Generative Modeling using Sparse Voxel Hierarchies
  37. ICLR 2024Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference
  38. ICLR 2024Conformal Language Modeling
  39. ICLR 2024Enhancing Neural Training via a Correlated Dynamics Model
  40. ICLR 2024Future Language Modeling from Temporal Document History
  41. ICLR 2024Learning Multi-Faceted Prototypical User Interests
  42. ICLR 2024LLMCarbon: Modeling the End-to-End Carbon Footprint of Large Language Models
  43. ICLR 2024Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems
  44. ICLR 2024Representation Deficiency in Masked Language Modeling
  45. ICLR 2024Tool-Augmented Reward Modeling
  46. ICLR 2024Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and Beyond
  47. ICLR 2024Turning large language models into cognitive models
  48. ICLR 2024When should we prefer Decision Transformers for Offline Reinforcement Learning?
  49. ICML 2024A Persuasive Approach to Combating Misinformation
  50. ICML 2024An amortized approach to non-linear mixed-effects modeling based on neural posterior estimation

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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