| Synthcity: facilitating innovative use cases of synthetic data in different data modalities | Jan 18, 2023 | FairnessIrregular Time Series | CodeCode Available | 2 | 5 |
| AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous Driving | Dec 19, 2024 | Autonomous DrivingBenchmarking | CodeCode Available | 2 | 5 |
| Large Language Models are Geographically Biased | Feb 5, 2024 | Fairness | CodeCode Available | 2 | 5 |
| FreeVA: Offline MLLM as Training-Free Video Assistant | May 13, 2024 | FairnessQuestion Answering | CodeCode Available | 2 | 5 |
| Graph Condensation: A Survey | Jan 22, 2024 | FairnessGraph Generation | CodeCode Available | 2 | 5 |
| LEACE: Perfect linear concept erasure in closed form | Jun 6, 2023 | FairnessForm | CodeCode Available | 2 | 5 |
| FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models | Jul 1, 2024 | BenchmarkingFairness | CodeCode Available | 2 | 5 |
| Balanced MSE for Imbalanced Visual Regression | Mar 30, 2022 | Age EstimationFairness | CodeCode Available | 2 | 5 |
| FairDiff: Fair Segmentation with Point-Image Diffusion | Jul 8, 2024 | FairnessImage Generation | CodeCode Available | 2 | 5 |
| A Prescription of Methodological Guidelines for Comparing Bio-inspired Optimization Algorithms | Apr 19, 2020 | Fairness | CodeCode Available | 2 | 5 |
| Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound Propagation | Oct 13, 2022 | Fairness | CodeCode Available | 2 | 5 |
| CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image Formats | May 29, 2024 | De-identificationFairness | CodeCode Available | 2 | 5 |
| Dawn of the transformer era in speech emotion recognition: closing the valence gap | Mar 14, 2022 | Cross-corpusEmotion Recognition | CodeCode Available | 2 | 5 |
| LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models | Sep 30, 2024 | Fairness | CodeCode Available | 2 | 5 |
| Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation | Nov 24, 2022 | FairnessFraud Detection | CodeCode Available | 2 | 5 |
| Debiasing Multimodal Large Language Models | Mar 8, 2024 | FairnessQuestion Answering | CodeCode Available | 2 | 5 |
| A Comprehensive Guide to Explainable AI: From Classical Models to LLMs | Dec 1, 2024 | Causal Inferencecounterfactual | CodeCode Available | 2 | 5 |
| FairCLIP: Harnessing Fairness in Vision-Language Learning | Mar 29, 2024 | Fairness | CodeCode Available | 2 | 5 |
| AITTI: Learning Adaptive Inclusive Token for Text-to-Image Generation | Jun 18, 2024 | AttributeFairness | CodeCode Available | 1 | 5 |
| AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic Data | Mar 7, 2025 | DiversityFairness | CodeCode Available | 1 | 5 |
| A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs | Jun 6, 2022 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender Systems | Apr 17, 2022 | FairnessRecommendation Systems | CodeCode Available | 1 | 5 |
| CrossWalk: Fairness-enhanced Node Representation Learning | May 6, 2021 | FairnessLink Prediction | CodeCode Available | 1 | 5 |
| Cooperation and Fairness in Multi-Agent Reinforcement Learning | Oct 19, 2024 | FairnessMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Minimax Group Fairness: Algorithms and Experiments | Nov 5, 2020 | Fairness | CodeCode Available | 1 | 5 |
| A Large-scale Universal Evaluation Benchmark For Face Forgery Detection | Jun 13, 2024 | DiversityFace Generation | CodeCode Available | 1 | 5 |
| Controlling Fairness and Bias in Dynamic Learning-to-Rank | May 29, 2020 | ArticlesFairness | CodeCode Available | 1 | 5 |
| Counterfactual Inference for Text Classification Debiasing | Aug 1, 2021 | Classificationcounterfactual | CodeCode Available | 1 | 5 |
| CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper Influence | Aug 26, 2024 | FairnessMachine Unlearning | CodeCode Available | 1 | 5 |
| Consumer Fairness in Recommender Systems: Contextualizing Definitions and Mitigations | Jan 21, 2022 | FairnessRecommendation Systems | CodeCode Available | 1 | 5 |
| Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and Fairness | Jun 15, 2021 | counterfactualCounterfactual Inference | CodeCode Available | 1 | 5 |
| Agnostic Federated Learning | Feb 1, 2019 | Cloud ComputingDomain Adaptation | CodeCode Available | 1 | 5 |
| Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness | May 3, 2021 | Fairness | CodeCode Available | 1 | 5 |
| Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation | Jan 11, 2021 | Fairness | CodeCode Available | 1 | 5 |
| Collaborative Fairness in Federated Learning | Aug 27, 2020 | Collaborative FairnessFairness | CodeCode Available | 1 | 5 |
| Cohort Shapley value for algorithmic fairness | May 15, 2021 | AttributeFairness | CodeCode Available | 1 | 5 |
| Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley Values | Oct 4, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions | Aug 29, 2022 | 16kFairness | CodeCode Available | 1 | 5 |
| Fairness in Large Language Models in Three Hours | Aug 2, 2024 | Fairness | CodeCode Available | 1 | 5 |
| Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis | May 14, 2024 | Fairnessimage-classification | CodeCode Available | 1 | 5 |
| Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences | May 2, 2020 | FairnessGesture Recognition | CodeCode Available | 1 | 5 |
| Controlling Directions Orthogonal to a Classifier | Jan 27, 2022 | Domain AdaptationFairness | CodeCode Available | 1 | 5 |
| Curiosity-Driven Energy-Efficient Worker Scheduling in Vehicular Crowdsourcing: A Deep Reinforcement Learning Approach | Apr 24, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 | 5 |
| Certified Monotonic Neural Networks | Nov 20, 2020 | Fairness | CodeCode Available | 1 | 5 |
| CFA: Class-wise Calibrated Fair Adversarial Training | Mar 25, 2023 | Adversarial RobustnessFairness | CodeCode Available | 1 | 5 |
| Adversarial Attacks on Fairness of Graph Neural Networks | Oct 20, 2023 | Fairness | CodeCode Available | 1 | 5 |
| Aequitas: A Bias and Fairness Audit Toolkit | Nov 14, 2018 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 | 5 |
| Algorithmic Decision Making with Conditional Fairness | Jun 18, 2020 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization | Mar 10, 2022 | FairnessFederated Learning | CodeCode Available | 1 | 5 |
| Advanced Codebook Design for SCMA-aided NTNs With Randomly Distributed Users | Apr 7, 2025 | DiversityFairness | CodeCode Available | 1 | 5 |
