反事实公平论文趋势 2023–2026

主要结论

• 反事实公平论文从 2023 年的 31 篇降到 2026 年的 21 篇，热度在回落。
• NeurIPS 是发反事实公平论文最多的会议，2023–2026 年共 39 篇，占四个会议总量的 38%。
• 交叉方向里涨得最快的是反事实解释：同时属于两个主题的论文从 2023 年的 8 篇增至 2026 年的 10 篇。
• 在「因果与公平」的 5 个主题里，它的 2026 年论文数排第 5；同组增长最快的因果发现是 2.4 倍，反事实公平是 0.7 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 2026CounterFlowNet: From Minimal Changes to Meaningful Counterfactual Explanations
• ICML 2026Density-Guided Robust Counterfactual Explanations on Tabular Data under Model Multiplicity
• ICLR 2026Counterfactual Explanations on Robust Perceptual Geodesics
• NeurIPS 2025Statistical Parity with Exponential Weights
• ICML 2025Causal Logistic Bandits with Counterfactual Fairness Constraints
• ICLR 2025Certifying Counterfactual Bias in LLMs
• NeurIPS 2024Reproducibility Study: Equal Improvability: A New Fairness Notion Considering the Long-Term Impact
• ICML 2024CF-OPT: Counterfactual Explanations for Structured Prediction
• ICLR 2024Counterfactual Density Estimation using Kernel Stein Discrepancies
• CVPR 2024FADES: Fair Disentanglement with Sensitive Relevance
• NeurIPS 2023[Re] Fairness Guarantees under Demographic Shift
• ICML 2023Counterfactual Analysis in Dynamic Latent State Models
• ICLR 2023FairGBM: Gradient Boosting with Fairness Constraints
• CVPR 2023Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues
• NeurIPS 2026Offloading Score: Measuring AI Reliance through Counterfactual Workflows
• ICML 2026The Fairness Hierarchy: A viewpoint from causal inference
• ICLR 2026Counterfactual LLM-based Framework for Measuring Rhetorical Style
• NeurIPS 2025On Hierarchies of Fairness Notions in Cake Cutting: From Proportionality to Super Envy-Freeness
• ICML 2025Counterfactual Graphical Models: Constraints and Inference
• ICLR 2025Towards counterfactual fairness through auxiliary variables

全部反事实公平论文

共 39 篇，第 1 / 1 页

1. ICML 2026A Causal Decomposition Approach for Fair Contextual Multi-Armed Bandits
2. ICML 2026COPF: An Online Framework for Deployment-Stable Counterfactual Fairness in Evolving Graphs
3. ICML 2026Density-Guided Robust Counterfactual Explanations on Tabular Data under Model Multiplicity
4. ICML 2026Optimal Fair Aggregation of Crowdsourced Noisy Labels using Demographic Parity Constraints
5. ICML 2026Optimal Transport under Group Fairness Constraints
6. ICML 2026Score Correction for Generative Models with Probabilistic Constraints
7. ICML 2026The Fairness Hierarchy: A viewpoint from causal inference
8. ICML 2025Accelerating Spectral Clustering under Fairness Constraints
9. ICML 2025Causal Logistic Bandits with Counterfactual Fairness Constraints
10. ICML 2025Counterfactual Graphical Models: Constraints and Inference
11. ICML 2025Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective
12. ICML 2025Exogenous Isomorphism for Counterfactual Identifiability
13. ICML 2025Fairness on Principal Stratum: A New Perspective on Counterfactual Fairness
14. ICML 2025FairPFN: A Tabular Foundation Model for Causal Fairness
15. ICML 2025Transformer-Based Spatial-Temporal Counterfactual Outcomes Estimation
16. ICML 2024A Dual-module Framework for Counterfactual Estimation over Time
17. ICML 2024An Empirical Examination of Balancing Strategy for Counterfactual Estimation on Time Series
18. ICML 2024CF-OPT: Counterfactual Explanations for Structured Prediction
19. ICML 2024Do Large Code Models Understand Programming Concepts? Counterfactual Analysis for Code Predicates
20. ICML 2024Do Models Explain Themselves? Counterfactual Simulatability of Natural Language Explanations
21. ICML 2024Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks
22. ICML 2024FRAPPÉ: A Group Fairness Framework for Post-Processing Everything
23. ICML 2024How Far Can Fairness Constraints Help Recover From Biased Data?
24. ICML 2024Monotone Individual Fairness
25. ICML 2024Refined Coreset Selection: Towards Minimal Coreset Size under Model Performance Constraints
26. ICML 2024Standardized Interpretable Fairness Measures for Continuous Risk Scores
27. ICML 2023Counterfactual Analysis in Dynamic Latent State Models
28. ICML 2023Eventual Discounting Temporal Logic Counterfactual Experience Replay
29. ICML 2023Fairness in Matching under Uncertainty
30. ICML 2023Fairness in Streaming Submodular Maximization over a Matroid Constraint
31. ICML 2023GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations
32. ICML 2023Improving l1-Certified Robustness via Randomized Smoothing by Leveraging Box Constraints
33. ICML 2023Matrix Estimation for Individual Fairness
34. ICML 2023Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees
35. ICML 2023Sequential Counterfactual Risk Minimization
36. ICML 2023Subset Selection Based On Multiple Rankings in the Presence of Bias: Effectiveness of Fairness Constraints for Multiwinner Voting Score Functions
37. ICML 2023Superhuman Fairness
38. ICML 2023Trustworthy Policy Learning under the Counterfactual No-Harm Criterion
39. ICML 2023Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive Attributes

常见问题

2023–2026 年四大会议一共有多少篇反事实公平论文？

共 102 篇，按年份分别是 2023 年 31 篇、2024 年 31 篇、2025 年 19 篇、2026 年 21 篇。

NeurIPS 2026 有多少篇反事实公平论文？

NeurIPS 2026 有 10 篇反事实公平论文，上一届是 5 篇。

ICLR 2026 有多少篇反事实公平论文？

ICLR 2026 有 4 篇反事实公平论文，上一届是 6 篇。

ICML 2026 有多少篇反事实公平论文？

ICML 2026 有 7 篇反事实公平论文，上一届是 8 篇。

CVPR 2024 有多少篇反事实公平论文？

CVPR 2024 有 3 篇反事实公平论文，上一届是 2 篇。

哪个会议的反事实公平论文最多？

NeurIPS，2023–2026 年共 39 篇。