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 27 篇，第 1 / 1 页

1. CVPR 2026Decoupling Bias Aligning Distributions Synergistic Fairness Optimization for Deepfake Detection
2. CVPR 2026EMMA Concept Erasure Benchmark with Comprehensive Semantic Metrics and Diverse
3. CVPR 2026FairLLaVA Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants
4. CVPR 2026FedRAC Rolling Submodel Allocation for Collaborative Fairness in Federated Learning
5. CVPR 2026From Failure to Feedback Group Revision Unlocks Hard Cases in
6. CVPR 2026Group Editing Edit Multiple Images in One Go
7. CVPR 2026Hyperbolic Relational Prompts for Intersectional Fairness in Medical VLMs
8. CVPR 2026Interpretable Debiasing of Vision-Language Models for Social Fairness
9. CVPR 2025AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark
10. CVPR 2025AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic Data
11. CVPR 2025Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales
12. CVPR 2025FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding
13. CVPR 2025Flexible Group Count Enables Hassle-Free Structured Pruning
14. CVPR 2025ID-Patch: Robust ID Association for Group Photo Personalization
15. CVPR 2025Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction
16. CVPR 2024Classes Are Not Equal: An Empirical Study on Image Recognition Fairness
17. CVPR 2024FairCLIP: Harnessing Fairness in Vision-Language Learning
18. CVPR 2024FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication
19. CVPR 2024GARField: Group Anything with Radiance Fields
20. CVPR 2024Identifying Important Group of Pixels using Interactions
21. CVPR 2024Learning Group Activity Features Through Person Attribute Prediction
22. CVPR 2024Neural Lineage
23. CVPR 2024Preserving Fairness Generalization in Deepfake Detection
24. CVPR 2024Towards Fairness-Aware Adversarial Learning
25. CVPR 2024Utility-Fairness Trade-Offs and How to Find Them
26. CVPR 2023Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues
27. CVPR 2023Music-Driven Group Choreography

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。