| Augmentations in Hypergraph Contrastive Learning: Fabricated and Generative | Oct 7, 2022 | Contrastive LearningFairness | CodeCode Available | 1 |
| Uncovering the Structural Fairness in Graph Contrastive Learning | Oct 6, 2022 | Contrastive LearningFairness | CodeCode Available | 1 |
| Re-contextualizing Fairness in NLP: The Case of India | Sep 25, 2022 | Fairness | CodeCode Available | 1 |
| Fairness Reprogramming | Sep 21, 2022 | Fairness | CodeCode Available | 1 |
| High-resolution synthesis of high-density breast mammograms: Application to improved fairness in deep learning based mass detection | Sep 20, 2022 | Breast Cancer DetectionData Augmentation | CodeCode Available | 1 |
| Rethinking Knowledge Graph Evaluation Under the Open-World Assumption | Sep 19, 2022 | FairnessKnowledge Graph Completion | CodeCode Available | 1 |
| FairGBM: Gradient Boosting with Fairness Constraints | Sep 16, 2022 | Decision MakingFairness | CodeCode Available | 1 |
| ImDrug: A Benchmark for Deep Imbalanced Learning in AI-aided Drug Discovery | Sep 16, 2022 | Drug DiscoveryFairness | CodeCode Available | 1 |
| CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions | Aug 29, 2022 | 16kFairness | CodeCode Available | 1 |
| FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning | Aug 22, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| RuDi: Explaining Behavior Sequence Models by Automatic Statistics Generation and Rule Distillation | Aug 12, 2022 | Fairness | CodeCode Available | 1 |
| Analyzing Fairness in Deepfake Detection With Massively Annotated Databases | Aug 11, 2022 | AttributeDecision Making | CodeCode Available | 1 |
| FairGRAPE: Fairness-aware GRAdient Pruning mEthod for Face Attribute Classification | Jul 22, 2022 | AttributeFairness | CodeCode Available | 1 |
| GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake Detection | Jul 21, 2022 | DeepFake DetectionFace Swapping | CodeCode Available | 1 |
| Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Extraction | Jul 9, 2022 | Explanation GenerationFairness | CodeCode Available | 1 |
| An Approach to Ensure Fairness in News Articles | Jul 8, 2022 | ArticlesFairness | CodeCode Available | 1 |
| Implementing Reinforcement Learning Datacenter Congestion Control in NVIDIA NICs | Jul 5, 2022 | Fairnessreinforcement-learning | CodeCode Available | 1 |
| OpenXAI: Towards a Transparent Evaluation of Model Explanations | Jun 22, 2022 | BenchmarkingExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| FairGrad: Fairness Aware Gradient Descent | Jun 22, 2022 | Fairness | CodeCode Available | 1 |
| Learning Fair Representation via Distributional Contrastive Disentanglement | Jun 17, 2022 | Contrastive LearningDisentanglement | CodeCode Available | 1 |
| Disparate Impact in Differential Privacy from Gradient Misalignment | Jun 15, 2022 | Fairness | CodeCode Available | 1 |
| Improving Fairness in Graph Neural Networks via Mitigating Sensitive Attribute Leakage | Jun 7, 2022 | AttributeFairness | CodeCode Available | 1 |
| A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs | Jun 6, 2022 | Decision MakingFairness | CodeCode Available | 1 |
| Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness Metrics | Jun 6, 2022 | Decision MakingFairness | CodeCode Available | 1 |
| FELARE: Fair Scheduling of Machine Learning Tasks on Heterogeneous Edge Systems | May 31, 2022 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| Experiments on Generalizability of User-Oriented Fairness in Recommender Systems | May 17, 2022 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Selective Fairness in Recommendation via Prompts | May 10, 2022 | AttributeFairness | CodeCode Available | 1 |
| fairlib: A Unified Framework for Assessing and Improving Classification Fairness | May 4, 2022 | ClassificationFairness | CodeCode Available | 1 |
| User-controllable Recommendation Against Filter Bubbles | Apr 29, 2022 | Blockingcounterfactual | CodeCode Available | 1 |
| FairGAN: GANs-based Fairness-aware Learning for Recommendations with Implicit Feedback | Apr 25, 2022 | Exposure FairnessFairness | CodeCode Available | 1 |
| Data Debugging with Shapley Importance over End-to-End Machine Learning Pipelines | Apr 23, 2022 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Fairness in Graph Mining: A Survey | Apr 21, 2022 | FairnessGraph Mining | CodeCode Available | 1 |
| CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender Systems | Apr 17, 2022 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Global Counterfactual Explanations: Investigations, Implementations and Improvements | Apr 14, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| FairNeuron: Improving Deep Neural Network Fairness with Adversary Games on Selective Neurons | Apr 6, 2022 | Fairness | CodeCode Available | 1 |
| Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions | Apr 5, 2022 | Decision MakingFairness | CodeCode Available | 1 |
| A Critical Re-evaluation of Neural Methods for Entity Alignment | Apr 1, 2022 | Entity AlignmentEntity Resolution | CodeCode Available | 1 |
| Fair Contrastive Learning for Facial Attribute Classification | Mar 30, 2022 | AttributeClassification | CodeCode Available | 1 |
| StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis | Mar 29, 2022 | AttributeFairness | CodeCode Available | 1 |
| Improving the Fairness of Chest X-ray Classifiers | Mar 23, 2022 | Fairness | CodeCode Available | 1 |
| Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists | Mar 17, 2022 | Abuse DetectionBias Detection | CodeCode Available | 1 |
| FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing | Mar 14, 2022 | Fairness | CodeCode Available | 1 |
| Towards Equal Opportunity Fairness through Adversarial Learning | Mar 12, 2022 | Fairness | CodeCode Available | 1 |
| CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization | Mar 10, 2022 | FairnessFederated Learning | CodeCode Available | 1 |
| Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers | Mar 9, 2022 | Fairness | CodeCode Available | 1 |
| Learning Resilient Radio Resource Management Policies with Graph Neural Networks | Mar 7, 2022 | FairnessGraph Neural Network | CodeCode Available | 1 |
| Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning | Mar 3, 2022 | Contrastive LearningFairness | CodeCode Available | 1 |
| Self-Conditioned Generative Adversarial Networks for Image Editing | Feb 8, 2022 | Fairness | CodeCode Available | 1 |
| Proportional Fairness in Federated Learning | Feb 3, 2022 | FairnessFederated Learning | CodeCode Available | 1 |
| Achieving Fairness at No Utility Cost via Data Reweighing with Influence | Feb 1, 2022 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
