| Fairness Measures for Regression via Probabilistic Classification | Jan 16, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| Too Relaxed to Be Fair | Jan 1, 2020 | Fairness | CodeCode Available | 1 |
| Maintaining Discrimination and Fairness in Class Incremental Learning | Nov 16, 2019 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Learning Fairness in Multi-Agent Systems | Oct 31, 2019 | FairnessHierarchical Reinforcement Learning | CodeCode Available | 1 |
| FAT Forensics: A Python Toolbox for Algorithmic Fairness, Accountability and Transparency | Sep 11, 2019 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Fair Regression: Quantitative Definitions and Reduction-based Algorithms | May 30, 2019 | AttributeFairness | CodeCode Available | 1 |
| Agnostic Federated Learning | Feb 1, 2019 | Cloud ComputingDomain Adaptation | CodeCode Available | 1 |
| Aequitas: A Bias and Fairness Audit Toolkit | Nov 14, 2018 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Delayed Impact of Fair Machine Learning | Mar 12, 2018 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| A comparative study of fairness-enhancing interventions in machine learning | Feb 13, 2018 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Mitigating Unwanted Biases with Adversarial Learning | Jan 22, 2018 | FairnessGeneral Classification | CodeCode Available | 1 |
| Provably Fair Representations | Oct 12, 2017 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| From Parity to Preference-based Notions of Fairness in Classification | Jun 30, 2017 | ClassificationDecision Making | CodeCode Available | 1 |
| Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment | Oct 26, 2016 | Decision MakingFairness | CodeCode Available | 1 |
| Fairness Constraints: Mechanisms for Fair Classification | Jul 19, 2015 | ClassificationDecision Making | CodeCode Available | 1 |
| A Reproducibility Study of Product-side Fairness in Bundle Recommendation | Jul 18, 2025 | FairnessRecommendation Systems | CodeCode Available | 0 |
| FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient | Jul 17, 2025 | FairnessFederated Learning | —Unverified | 0 |
| FADE: Adversarial Concept Erasure in Flow Models | Jul 16, 2025 | FairnessImage Generation | —Unverified | 0 |
| Looking for Fairness in Recommender Systems | Jul 16, 2025 | FairnessRecommendation Systems | —Unverified | 0 |
| Guiding LLM Decision-Making with Fairness Reward Models | Jul 15, 2025 | Decision MakingFairness | CodeCode Available | 0 |
| Fairness-Aware Secure Integrated Sensing and Communications with Fractional Programming | Jul 15, 2025 | FairnessISAC | —Unverified | 0 |
| Meta-Reinforcement Learning for Fast and Data-Efficient Spectrum Allocation in Dynamic Wireless Networks | Jul 13, 2025 | Deep Reinforcement LearningFairness | —Unverified | 0 |
| Fairness Is Not Enough: Auditing Competence and Intersectional Bias in AI-powered Resume Screening | Jul 11, 2025 | Fairness | CodeCode Available | 0 |
| Towards Collaborative Fairness in Federated Learning Under Imbalanced Covariate Shift | Jul 11, 2025 | Collaborative FairnessFairness | —Unverified | 0 |
| Graph Learning | Jul 8, 2025 | Drug DiscoveryFairness | —Unverified | 0 |
| LumiCRS: Asymmetric Contrastive Prototype Learning for Long-Tail Conversational Movie Recommendation | Jul 7, 2025 | DiversityFairness | —Unverified | 0 |
| BiFair: A Fairness-aware Training Framework for LLM-enhanced Recommender Systems via Bi-level Optimization | Jul 6, 2025 | FairnessLarge Language Model | —Unverified | 0 |
| IndianBailJudgments-1200: A Multi-Attribute Dataset for Legal NLP on Indian Bail Orders | Jul 3, 2025 | AttributeFairness | —Unverified | 0 |
| Is Reasoning All You Need? Probing Bias in the Age of Reasoning Language Models | Jul 3, 2025 | Adversarial RobustnessAll | —Unverified | 0 |
| MateInfoUB: A Real-World Benchmark for Testing LLMs in Competitive, Multilingual, and Multimodal Educational Tasks | Jul 3, 2025 | FairnessMultiple-choice | —Unverified | 0 |
| Evaluating the Promise and Pitfalls of LLMs in Hiring Decisions | Jul 2, 2025 | Fairness | —Unverified | 0 |
| Why Multi-Interest Fairness Matters: Hypergraph Contrastive Multi-Interest Learning for Fair Conversational Recommender System | Jul 1, 2025 | Contrastive LearningFairness | CodeCode Available | 0 |
| FeDa4Fair: Client-Level Federated Datasets for Fairness Evaluation | Jun 26, 2025 | AttributeBenchmarking | —Unverified | 0 |
| Artificial Delegates Resolve Fairness Issues in Perpetual Voting with Partial Turnout | Jun 26, 2025 | Decision MakingFairness | —Unverified | 0 |
| Demonstration of effective UCB-based routing in skill-based queues on real-world data | Jun 25, 2025 | Cloud ComputingFairness | —Unverified | 0 |
| Producer-Fairness in Sequential Bundle Recommendation | Jun 25, 2025 | Fairness | —Unverified | 0 |
| Peer-to-Peer Energy Markets With Uniform Pricing: A Dynamic Operating Envelope Approach | Jun 24, 2025 | Fairness | —Unverified | 0 |
| Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction | Jun 24, 2025 | Causal InferenceCPU | —Unverified | 0 |
| Visibly Fair Mechanisms | Jun 23, 2025 | Fairness | —Unverified | 0 |
| Multimodal Visual Image Based User Association and Beamforming Using Graph Neural Networks | Jun 23, 2025 | Fairness | —Unverified | 0 |
| Quantifying Fairness in LLMs Beyond Tokens: A Semantic and Statistical Perspective | Jun 23, 2025 | counterfactualFairness | —Unverified | 0 |
| Reading Smiles: Proxy Bias in Foundation Models for Facial Emotion Recognition | Jun 23, 2025 | Emotion RecognitionFacial Emotion Recognition | —Unverified | 0 |
| An Axiomatization of the Random Priority Rule | Jun 22, 2025 | Fairness | —Unverified | 0 |
| Soft decision trees for survival analysis | Jun 20, 2025 | FairnessSurvival Analysis | —Unverified | 0 |
| Client Selection Strategies for Federated Semantic Communications in Heterogeneous IoT Networks | Jun 20, 2025 | Computational EfficiencyFairness | —Unverified | 0 |
| AI based Content Creation and Product Recommendation Applications in E-commerce: An Ethical overview | Jun 20, 2025 | FairnessProduct Recommendation | —Unverified | 0 |
| What Is the Point of Equality in Machine Learning Fairness? Beyond Equality of Opportunity | Jun 20, 2025 | FairnessPhilosophy | —Unverified | 0 |
| Fair Contracts in Principal-Agent Games with Heterogeneous Types | Jun 18, 2025 | Fairness | —Unverified | 0 |
| Computational Studies in Influencer Marketing: A Systematic Literature Review | Jun 17, 2025 | FairnessMarketing | —Unverified | 0 |
| Fair for a few: Improving Fairness in Doubly Imbalanced Datasets | Jun 17, 2025 | AttributeDecision Making | —Unverified | 0 |