{"total":45,"rows":[{"id":"2101.02032","title":"Socially Responsible AI Algorithms: Issues, Purposes, and Challenges","created":"2021-01-01","cited_by_count":56,"area":null},{"id":"2203.12609","title":"Improving the Fairness of Chest X-ray Classifiers","created":"2022-03-23","cited_by_count":52,"area":null},{"id":"2402.14875","title":"What's in a Name? Auditing Large Language Models for Race and Gender Bias","created":"2024-02-21","cited_by_count":51,"area":null},{"id":"2202.01034","title":"Diagnosing failures of fairness transfer across distribution shift in real-world medical settings","created":"2022-02-02","cited_by_count":45,"area":null},{"id":"2403.12025","title":"A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models","created":"2024-03-18","cited_by_count":45,"area":null},{"id":"2103.11163","title":"An Empirical Framework for Domain Generalization in Clinical Settings","created":"2021-03-20","cited_by_count":32,"area":null},{"id":"2111.11665","title":"RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary Embolism Detection from CT and EHR","created":"2021-11-23","cited_by_count":32,"area":null},{"id":"2206.15437","title":"Understanding Instance-Level Impact of Fairness Constraints","created":"2022-06-30","cited_by_count":27,"area":null},{"id":"2110.00603","title":"Algorithm Fairness in AI for Medicine and Healthcare","created":"2021-10-01","cited_by_count":21,"area":null},{"id":"2202.01906","title":"Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcare","created":"2022-02-03","cited_by_count":16,"area":null},{"id":"2103.01938","title":"Medical Imaging and Machine Learning","created":"2021-03-02","cited_by_count":12,"area":null},{"id":"2108.12250","title":"A comparison of approaches to improve worst-case predictive model performance over patient subpopulations","created":"2021-08-27","cited_by_count":12,"area":null},{"id":"2302.08851","title":"On (assessing) the fairness of risk score models","created":"2023-02-17","cited_by_count":12,"area":null},{"id":"2104.06338","title":"On the Impact of Random Seeds on the Fairness of Clinical Classifiers","created":"2021-04-13","cited_by_count":8,"area":null},{"id":"2205.08875","title":"Multi-disciplinary fairness considerations in machine learning for clinical trials","created":"2022-05-18","cited_by_count":8,"area":null},{"id":"2410.04120","title":"Rethinking Fair Representation Learning for Performance-Sensitive Tasks","created":"2024-10-05","cited_by_count":8,"area":null},{"id":"2210.15901","title":"Mitigating Health Disparities in EHR via Deconfounder","created":"2022-10-28","cited_by_count":7,"area":null},{"id":"2205.15049","title":"Metrizing Fairness","created":"2022-05-30","cited_by_count":6,"area":null},{"id":"2506.04193","title":"Understanding challenges to the interpretation of disaggregated evaluations of algorithmic fairness","created":"2025-06-04","cited_by_count":6,"area":null},{"id":"2502.13555","title":"Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge Graphs","created":"2025-02-19","cited_by_count":5,"area":null},{"id":"2206.03256","title":"Flexible Group Fairness Metrics for Survival Analysis","created":"2022-05-26","cited_by_count":4,"area":null},{"id":"2307.04868","title":"Leveraging an Alignment Set in Tackling Instance-Dependent Label Noise","created":"2023-07-10","cited_by_count":4,"area":null},{"id":"2510.15217","title":"Reflections from Research Roundtables at the Conference on Health, Inference, and Learning (CHIL) 2025","created":"2025-10-17","cited_by_count":4,"area":null},{"id":"2205.12093","title":"Bias Discovery in Machine Learning Models for Mental Health","created":"2022-05-24","cited_by_count":3,"area":null},{"id":"2302.09157","title":"Designing Equitable Algorithms","created":"2023-02-17","cited_by_count":2,"area":null},{"id":"2305.02474","title":"MLHOps: Machine Learning for Healthcare Operations","created":"2023-05-04","cited_by_count":2,"area":null},{"id":"2310.13820","title":"FERI: A Multitask-based Fairness Achieving Algorithm with Applications to Fair Organ Transplantation","created":"2023-10-20","cited_by_count":2,"area":null},{"id":"2506.12371","title":"Path-specific effects for pulse-oximetry guided decisions in critical care","created":"2025-06-14","cited_by_count":2,"area":null},{"id":"2506.13104","title":"Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding","created":"2025-06-16","cited_by_count":2,"area":null},{"id":"2302.01574","title":"An Operational Perspective to Fairness Interventions: Where and How to Intervene","created":"2023-02-03","cited_by_count":1,"area":null},{"id":"2308.11819","title":"A Counterfactual Fair Model for Longitudinal Electronic Health Records via Deconfounder","created":"2023-08-22","cited_by_count":1,"area":null},{"id":"2309.08560","title":"Deep Reinforcement Learning for Efficient and Fair Allocation of Health Care Resources","created":"2023-09-15","cited_by_count":1,"area":null},{"id":"2401.15111","title":"Improving Fairness of Automated Chest X-ray Diagnosis by Contrastive Learning","created":"2024-01-25","cited_by_count":1,"area":null},{"id":"2407.19114","title":"To which reference class do you belong? Measuring racial fairness of reference classes with normative modeling","created":"2024-07-26","cited_by_count":1,"area":null},{"id":"2501.16399","title":"Detecting clinician implicit biases in diagnoses using proximal causal inference","created":"2025-01-27","cited_by_count":1,"area":null},{"id":"2505.08798","title":"In-Context Learning for Label-Efficient Cancer Image Classification in Oncology","created":"2025-05-08","cited_by_count":1,"area":null},{"id":"2507.23669","title":"Automating AI Failure Tracking: Semantic Association of Reports in AI Incident Database","created":"2025-07-31","cited_by_count":1,"area":null},{"id":"2509.04295","title":"A Primer on Causal and Statistical Dataset Biases for Fair and Robust Image Analysis","created":"2025-09-04","cited_by_count":1,"area":null},{"id":"2512.00598","title":"Developing Fairness-Aware Task Decomposition to Improve Equity in Post-Spinal Fusion Complication Prediction","created":"2025-11-29","cited_by_count":1,"area":null},{"id":"2602.10875","title":"Stride-Net: Fairness-Aware Disentangled Representation Learning for Chest X-Ray Diagnosis","created":"2026-02-11","cited_by_count":1,"area":null},{"id":"2605.12895","title":"RISED: A Pre-Deployment Evaluation Framework for High-Stakes AI Decision-Support Systems, with Application to Healthcare","created":"2026-05-13","cited_by_count":1,"area":null},{"id":"2211.08742","title":"Auditing Algorithmic Fairness in Machine Learning for Health with Severity-Based LOGAN","created":"2022-11-16","cited_by_count":0,"area":null},{"id":"2504.08418","title":"seeBias: A Comprehensive Tool for Assessing and Visualizing AI Fairness","created":"2025-04-11","cited_by_count":0,"area":null},{"id":"2512.17340","title":"Penalized Fair Regression for Multiple Groups in Chronic Kidney Disease","created":"2025-12-19","cited_by_count":0,"area":null},{"id":"2607.17442","title":"Calibrated Alzheimer's Conversion Risk in Mild Cognitive Impairment: Persistent Homology of Clinical Trajectories with Conformal Guarantees","created":"2026-07-20","cited_by_count":0,"area":null}],"next_cursor":null}