反事实公平论文趋势 2023–2026
反事实公平约束
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 102 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 12 | 4 | 13 | 2 | 31 |
| 2024 | 12 | 5 | 11 | 3 | 31 |
| 2025 | 5 | 6 | 8 | 0 | 19 |
| 2026 | 10 | 4 | 7 | 0 | 21 |
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 21 篇，第 1 / 1 页
- ICLR 2026Benchmarking Stochastic Approximation Algorithms for Fairness-Constrained Training of Deep Neural Networks
- ICLR 2026Counterfactual Explanations on Robust Perceptual Geodesics
- ICLR 2026Counterfactual LLM-based Framework for Measuring Rhetorical Style
- ICLR 2026Fair Classification by Direct Intervention on Operating Characteristics
- ICML 2026A Causal Decomposition Approach for Fair Contextual Multi-Armed Bandits
- ICML 2026COPF: An Online Framework for Deployment-Stable Counterfactual Fairness in Evolving Graphs
- ICML 2026Density-Guided Robust Counterfactual Explanations on Tabular Data under Model Multiplicity
- ICML 2026Optimal Fair Aggregation of Crowdsourced Noisy Labels using Demographic Parity Constraints
- ICML 2026Optimal Transport under Group Fairness Constraints
- ICML 2026Score Correction for Generative Models with Probabilistic Constraints
- ICML 2026The Fairness Hierarchy: A viewpoint from causal inference
- NeurIPS 2026Batched Stochastic Linear Bandits with 1-Bit Communication Constraints
- NeurIPS 2026Can the Parts Fool the Test? Counterfactual Pairing Cycles for Relational OOD
- NeurIPS 2026Counterfactual Estimation under Composite Treatments via Progressive Distribution Alignment
- NeurIPS 2026Counterfactual Predictive State Representations: The Intrinsic Dimension of Partial-Information Games
- NeurIPS 2026Counterfactual Rollout Replay: Forkable Environments as Free Process Rewards for Software Engineering Agents
- NeurIPS 2026CounterFlowNet: From Minimal Changes to Meaningful Counterfactual Explanations
- NeurIPS 2026Neural-DISCO: Source-Conditioned Counterfactual Editing of Neural Population Activity
- NeurIPS 2026Offloading Score: Measuring AI Reliance through Counterfactual Workflows
- NeurIPS 2026The Pok\'emon Theorem and other Fairness Impossibility Results
- NeurIPS 2026Tracing Actual Causes with Counterfactual Witness Maps
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 查反事实公平在 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": "counterfactual-fairness"}
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。