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 1 / 7 页

  1. CVPR 2026D-Prism Differentiable Primitives for Structured Dynamic Modeling
  2. CVPR 2026FluoCLIP Stain-Aware Focus Quality Assessment in Fluorescence Microscopy
  3. CVPR 2026FoSS Modeling Long-Range Dependencies and Multimodal Uncertainty in Trajectory Prediction
  4. CVPR 2026Haptic Neural Fields Bringing Tactile Interactions to 3D Rendered Scenes
  5. CVPR 2026HumanNOVA Photorealistic Universal and Rapid 3D Human Avatar Modeling from
  6. CVPR 2026Interactive Episodic Memory with User Feedback
  7. CVPR 2026Learning Personalized Photographic Style from Pairwise User Preferences
  8. CVPR 2026MD2E Modeling Depth-to-Edge Cues for Monocular Metric Depth Estimation
  9. CVPR 2026Modeling Spatiotemporal Neural Frames for High Resolution Brain Dynamic
  10. CVPR 2026Modeling the Brains Grammar ROI-Guided fMRI Pretraining for Transferable and
  11. CVPR 2026Premier Personalized Preference Modulation with Learnable User Embedding in Text-to-Image
  12. CVPR 2026Protego User-Centric Pose-Invariant Privacy Protection Against Face Recognition-Induced Digital Footprint
  13. CVPR 2026RAYNOVA Scale-Temporal Autoregressive World Modeling in Ray Space
  14. CVPR 2026Rethinking Occlusion Modeling for UAV Tracking
  15. CVPR 2026Revisiting Monocular SLAM with Spatio-Temporal Scene Modeling
  16. CVPR 2026Sky2Ground A Benchmark for Site Modeling under Varying Altitude
  17. CVPR 2026Taming Preference Mode Collapse via Directional Decoupling Alignment in Diffusion
  18. CVPR 2026TriSim Tri-Dimensional Similarity Modeling with Extreme Value Theory for False-Negative
  19. CVPR 2026Voxify3D Pixel Art Meets Volumetric Rendering
  20. ICLR 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction
  21. ICLR 2026Ads that Stick: Near-Optimal Ad Optimization through Psychological Behavior Models
  22. ICLR 2026Behavior Learning (BL)
  23. ICLR 2026Beyond Binary Preferences: A Principled Framework for Reward Modeling with Ordinal Feedback
  24. ICLR 2026Beyond Markovian Drifts: Action-Biased Geometric Walks with Memory for Personalized Summarization
  25. ICLR 2026Beyond Pairwise: Empowering LLM Alignment With (Ranked) Choice Modeling
  26. ICLR 2026Causally Robust Preference Learning with Reasons
  27. ICLR 2026Chessformer: A Unified Architecture for Chess Modeling
  28. ICLR 2026ChronoPlay: A Framework for Modeling Dual Dynamics and Authenticity in Game RAG Benchmarks
  29. ICLR 2026Disentangling Length Bias in Preference Learning via Response-Conditioned Modeling
  30. ICLR 2026DRIFT: Learning from Abundant User Dissatisfaction in Real-World Preference Learning
  31. ICLR 2026DynaGuard: A Dynamic Guardian Model With User-Defined Policies
  32. ICLR 2026Flipping the Dialogue: Training and Evaluating User Language Models
  33. ICLR 2026From Conversation to Query Execution: Benchmarking User and Tool Interactions for EHR Database Agents
  34. ICLR 2026iFusion: Integrating Dynamic Interest Streams via Diffusion Model for Click-Through Rate Prediction
  35. ICLR 2026Lean Finder: Semantic Search for Mathlib That Understands User Intents
  36. ICLR 2026Learned Meta-Tokens for Language Modeling
  37. ICLR 2026Learning Human Habits with Rule-Guided Active Inference
  38. ICLR 2026Learning to summarize user information for personalized reinforcement learning from human feedback
  39. ICLR 2026Learning What Matters Now: Dynamic Preference Inference under Contextual Shifts
  40. ICLR 2026Massive Memorization with Hundreds of Trillions of Parameters for Sequential Transducer Generative Recommenders
  41. ICLR 2026MENLO: From Preferences to Proficiency – Evaluating and Modeling Native-like Quality Across 47 Languages
  42. ICLR 2026MIMIC-Bench: Exploring the User-Like Thinking and Mimicking Capabilities of Multimodal Large Language Models
  43. ICLR 2026Model-Guided Microstimulation Steers Primate Visual Behavior
  44. ICLR 2026More Than What Was Chosen: LLM-based Explainable Recommendation Beyond Noisy User Preferences
  45. ICLR 2026NextQuill: Causal Preference Modeling for Enhancing LLM Personalization
  46. ICLR 2026Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences
  47. ICLR 2026PGRF-Net: A Prototype-Guided Relational Fusion Network for Diagnostic Multivariate Time-Series Anomaly Detection
  48. ICLR 2026Plan-R1: Safe and Feasible Trajectory Planning as Language Modeling
  49. ICLR 2026ProPerSim: Developing Proactive and Personalized AI Assistants through User-Assistant Simulation
  50. ICLR 2026REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering

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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