公平指标论文趋势 2023–2026

主要结论

• 公平指标论文从 2023 年的 78 篇增长到 2026 年的 78 篇，三年间扩大到约 1.0 倍。
• NeurIPS 是发公平指标论文最多的会议，2023–2026 年共 137 篇，占四个会议总量的 37%。
• 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 3 篇增至 2026 年的 18 篇。
• 在「因果与公平」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的因果发现是 2.4 倍，公平指标是 1.0 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 2026Adversarial Group Fairness in Contextual Bandits: When Robust is Not Fair
• ICML 2026Capacitated Fair-Range Clustering: Hardness and Approximation Algorithms
• ICLR 2026Fairness-Aware Multi-view Evidential Learning with Adaptive Prior
• CVPR 2026EMMA Concept Erasure Benchmark with Comprehensive Semantic Metrics and Diverse
• NeurIPS 2025Analyzing Similarity Metrics for Data Selection for Language Model Pretraining
• ICML 2025Kernel Quantile Embeddings and Associated Probability Metrics
• ICLR 2025Expected Sliced Transport Plans
• CVPR 2025Flexible Group Count Enables Hassle-Free Structured Pruning
• NeurIPS 2024ABCFair: an Adaptable Benchmark approach for Comparing Fairness Methods
• ICML 2024Centralized Selection with Preferences in the Presence of Biases
• ICLR 2024Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework
• CVPR 2024GARField: Group Anything with Radiance Fields
• NeurIPS 2023[Re] Fairness Guarantees under Demographic Shift
• ICML 2023A Toy Model of Universality: Reverse Engineering how Networks Learn Group Operations
• ICLR 2023Confidential-PROFITT: Confidential PROof of FaIr Training of Trees
• CVPR 2023Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues
• NeurIPS 2026Auditing Cross-Lingual Fairness in Language Model Watermarking
• ICML 2026Fine-to-Coarse Fairness-Informed Multi-View Clustering
• ICLR 2026Fast and Stable Riemannian Metrics on SPD Manifolds via Cholesky Product Geometry
• CVPR 2026Decoupling Bias Aligning Distributions Synergistic Fairness Optimization for Deepfake Detection

全部公平指标论文

共 22 篇，第 1 / 1 页

1. ICLR 2023Bias Propagation in Federated Learning
2. ICLR 2023Bitrate-Constrained DRO: Beyond Worst Case Robustness To Unknown Group Shifts
3. ICLR 2023Confidential-PROFITT: Confidential PROof of FaIr Training of Trees
4. ICLR 2023Equal Improvability: A New Fairness Notion Considering the Long-term Impact
5. ICLR 2023FaiREE: fair classification with finite-sample and distribution-free guarantee
6. ICLR 2023FairGBM: Gradient Boosting with Fairness Constraints
7. ICLR 2023Fairness and Accuracy under Domain Generalization
8. ICLR 2023Fairness-aware Contrastive Learning with Partially Annotated Sensitive Attributes
9. ICLR 2023FIFA: Making Fairness More Generalizable in Classifiers Trained on Imbalanced Data
10. ICLR 2023Function-space regularized Rényi divergences
11. ICLR 2023Interpretable Debiasing of Vectorized Language Representations with Iterative Orthogonalization
12. ICLR 2023Learning Sparse Group Models Through Boolean Relaxation
13. ICLR 2023Malign Overfitting: Interpolation and Invariance are Fundamentally at Odds
14. ICLR 2023MEDFAIR: Benchmarking Fairness for Medical Imaging
15. ICLR 2023Quantifying and Mitigating the Impact of Label Errors on Model Disparity Metrics
16. ICLR 2023Re-weighting Based Group Fairness Regularization via Classwise Robust Optimization
17. ICLR 2023Representational Dissimilarity Metric Spaces for Stochastic Neural Networks
18. ICLR 2023Riemannian Metric Learning via Optimal Transport
19. ICLR 2023Robust Fair Clustering: A Novel Fairness Attack and Defense Framework
20. ICLR 2023ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning
21. ICLR 2023Semi-supervised Community Detection via Structural Similarity Metrics
22. ICLR 2023Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors

常见问题

2023–2026 年四大会议一共有多少篇公平指标论文？

共 368 篇，按年份分别是 2023 年 78 篇、2024 年 118 篇、2025 年 94 篇、2026 年 78 篇。

NeurIPS 2026 有多少篇公平指标论文？

NeurIPS 2026 有 26 篇公平指标论文，上一届是 33 篇。

ICLR 2026 有多少篇公平指标论文？

ICLR 2026 有 27 篇公平指标论文，上一届是 30 篇。

ICML 2026 有多少篇公平指标论文？

ICML 2026 有 17 篇公平指标论文，上一届是 24 篇。

CVPR 2026 有多少篇公平指标论文？

CVPR 2026 有 8 篇公平指标论文，上一届是 7 篇。

哪个会议的公平指标论文最多？

NeurIPS，2023–2026 年共 137 篇。