社会层面 · fairness论文趋势 2023–2026

AI 社会议题：fairness

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 358 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

社会层面 · fairness论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20231987236
202456911379
2025628611132
2026434604111

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

全部社会层面 · fairness论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 358 篇，第 5 / 8 页

  1. NeurIPS 2025Fairness-aware Anomaly Detection via Fair Projection
  2. NeurIPS 2025Fairness-aware Bayes Optimal Functional Classification
  3. NeurIPS 2025FairNet: Dynamic Fairness Correction without Performance Loss via Contrastive Conditional LoRA
  4. NeurIPS 2025Faithful Group Shapley Value
  5. NeurIPS 2025FedFACT: A Provable Framework for Controllable Group-Fairness Calibration in Federated Learning
  6. NeurIPS 2025From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes
  7. NeurIPS 2025Geometric Imbalance in Semi-Supervised Node Classification
  8. NeurIPS 2025Guiding LLM Decision-Making with Fairness Reward Models
  9. NeurIPS 2025Homogeneous Algorithms Can Reduce Competition in Personalized Pricing
  10. NeurIPS 2025Incentivizing Time-Aware Fairness in Data Sharing
  11. NeurIPS 2025Individual Fairness In Strategic Classification
  12. NeurIPS 2025Individually Fair Diversity Maximization
  13. NeurIPS 2025Kernel-based Equalized Odds: A Quantification of Accuracy-Fairness Trade-off in Fair Representation Learning
  14. NeurIPS 2025Minimizing False-Positive Attributions in Explanations of Non-Linear Models
  15. NeurIPS 2025Monoculture or Multiplicity: Which Is It?
  16. NeurIPS 2025Noise Injection Reveals Hidden Capabilities of Sandbagging Language Models
  17. NeurIPS 2025On Fairness of Unified Multimodal Large Language Model for Image Generation
  18. NeurIPS 2025On Group Sufficiency Under Label Bias
  19. NeurIPS 2025On Hierarchies of Fairness Notions in Cake Cutting: From Proportionality to Super Envy-Freeness
  20. NeurIPS 2025On Optimal Steering to Achieve Exact Fairness
  21. NeurIPS 2025Path-specific effects for pulse-oximetry guided decisions in critical care
  22. NeurIPS 2025Performative Validity of Recourse Explanations
  23. NeurIPS 2025Predicting the Performance of Black-box Language Models with Follow-up Queries
  24. NeurIPS 2025Provable Gradient Editing of Deep Neural Networks
  25. NeurIPS 2025Representational Difference Explanations
  26. NeurIPS 2025RespoDiff: Dual-Module Bottleneck Transformation for Responsible & Faithful T2I Generation
  27. NeurIPS 2025Rethinking Fair Federated Learning from Parameter and Client View
  28. NeurIPS 2025Scalable Fingerprinting of Large Language Models
  29. NeurIPS 2025Secure and Confidential Certificates of Online Fairness
  30. NeurIPS 2025Selective Omniprediction and Fair Abstention
  31. NeurIPS 2025Semantic Representation Attack against Aligned Large Language Models
  32. NeurIPS 2025Simple and Effective Specialized Representations for Fair Classifiers
  33. NeurIPS 2025Size-adaptive Hypothesis Testing for Fairness
  34. NeurIPS 2025Some Optimizers are More Equal: Understanding the Role of Optimizers in Group Fairness
  35. NeurIPS 2025Strategic Classification with Non-Linear Classifiers
  36. NeurIPS 2025Strategic Costs of Perceived Bias in Fair Selection
  37. NeurIPS 2025The Boundaries of Fair AI in Medical Image Prognosis: A Causal Perspective
  38. NeurIPS 2025The Price of Opportunity Fairness in Matroid Allocation Problems
  39. NeurIPS 2025The Rashomon Set Has It All: Analyzing Trustworthiness of Trees under Multiplicity
  40. NeurIPS 2025Understanding challenges to the interpretation of disaggregated evaluations of algorithmic fairness
  41. NeurIPS 2025Understanding Fairness and Prediction Error through Subspace Decomposition and Influence Analysis
  42. NeurIPS 2025Unifying Proportional Fairness in Centroid and Non-Centroid Clustering
  43. NeurIPS 2025Unveiling Environmental Sensitivity of Individual Gains in Influence Maximization
  44. CVPR 2024Classes Are Not Equal: An Empirical Study on Image Recognition Fairness
  45. CVPR 2024Digital Life Project: Autonomous 3D Characters with Social Intelligence
  46. CVPR 2024Preserving Fairness Generalization in Deepfake Detection
  47. ICLR 2024Aligning Relational Learning with Lipschitz Fairness
  48. ICLR 2024Assessing Uncertainty in Similarity Scoring: Performance & Fairness in Face Recognition
  49. ICLR 2024Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework
  50. ICLR 2024Demystifying Local & Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition

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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 查社会层面 · fairness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": "social-fairness"}

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常见问题

2023–2026 年四大会议一共有多少篇社会层面 · fairness论文？
共 358 篇，按年份分别是 2023 年 36 篇、2024 年 79 篇、2025 年 132 篇、2026 年 111 篇。
NeurIPS 2026 有多少篇社会层面 · fairness论文？
NeurIPS 2026 有 43 篇社会层面 · fairness论文，上一届是 62 篇。
ICLR 2026 有多少篇社会层面 · fairness论文？
ICLR 2026 有 4 篇社会层面 · fairness论文，上一届是 8 篇。
ICML 2026 有多少篇社会层面 · fairness论文？
ICML 2026 有 60 篇社会层面 · fairness论文，上一届是 61 篇。
CVPR 2026 有多少篇社会层面 · fairness论文？
CVPR 2026 有 4 篇社会层面 · fairness论文，上一届是 1 篇。
哪个会议的社会层面 · fairness论文最多？
NeurIPS，2023–2026 年共 180 篇。

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