{"total":61,"rows":[{"id":"2307.15208","title":"Generative AI for Medical Imaging: extending the MONAI Framework","created":"2023-07-27","cited_by_count":68,"area":null},{"id":"2407.00983","title":"FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models","created":"2024-07-01","cited_by_count":47,"area":null},{"id":"2312.12865","title":"RadEdit: stress-testing biomedical vision models via diffusion image editing","created":"2023-12-20","cited_by_count":28,"area":null},{"id":"2409.10365","title":"Robust image representations with counterfactual contrastive learning","created":"2024-09-16","cited_by_count":14,"area":null},{"id":"2410.17664","title":"Deep Generative Models for 3D Medical Image Synthesis","created":"2024-10-23","cited_by_count":14,"area":null},{"id":"2406.18375","title":"From Majority to Minority: A Diffusion-based Augmentation for Underrepresented Groups in Skin Lesion Analysis","created":"2024-06-26","cited_by_count":9,"area":null},{"id":"2407.01561","title":"Synthetic Data in Radiological Imaging: Current State and Future Outlook","created":"2024-05-08","cited_by_count":7,"area":null},{"id":"2508.16783","title":"Improving Performance, Robustness, and Fairness of Radiographic AI Models with Finely-Controllable Synthetic Data","created":"2025-08-22","cited_by_count":7,"area":null},{"id":"2405.09806","title":"A Generalist Model for Diverse Text-Guided Medical Image Synthesis","created":"2024-05-16","cited_by_count":6,"area":null},{"id":"2505.10993","title":"Content Generation Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges","created":"2025-05-16","cited_by_count":5,"area":null},{"id":"2409.17091","title":"Ctrl-GenAug: Controllable Generative Augmentation for Medical Sequence Classification","created":"2024-09-25","cited_by_count":4,"area":null},{"id":"2411.00178","title":"Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy","created":"2024-10-31","cited_by_count":4,"area":null},{"id":"2412.04106","title":"MRGen: Segmentation Data Engine for Underrepresented MRI Modalities","created":"2024-12-04","cited_by_count":3,"area":null},{"id":"2502.16841","title":"Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives","created":"2025-02-24","cited_by_count":3,"area":null},{"id":"2505.10231","title":"On the Interplay of Human-AI Alignment,Fairness, and Performance Trade-offs in Medical Imaging","created":"2025-05-15","cited_by_count":3,"area":null},{"id":"2601.16120","title":"Synthetic Augmentation in Imbalanced Learning: When It Helps, When It Hurts, and How Much to Add","created":"2026-01-22","cited_by_count":3,"area":null},{"id":"2407.16634","title":"Knowledge-driven AI-generated data for accurate and interpretable breast ultrasound diagnoses","created":"2024-07-23","cited_by_count":2,"area":null},{"id":"2505.15212","title":"Group Distributionally Robust Optimization with Flexible Sample Queries","created":"2025-05-21","cited_by_count":2,"area":null},{"id":"2506.23641","title":"VAP-Diffusion: Enriching Descriptions with MLLMs for Enhanced Medical Image Generation","created":"2025-06-30","cited_by_count":2,"area":null},{"id":"2507.02671","title":"Embedding-Based Federated Data Sharing via Differentially Private Conditional VAEs","created":"2025-07-03","cited_by_count":2,"area":null},{"id":"2405.18281","title":"MODL: Multilearner Online Deep Learning","created":"2024-05-28","cited_by_count":1,"area":null},{"id":"2409.16002","title":"Unleashing the Potential of Synthetic Images: A Study on Histopathology Image Classification","created":"2024-09-24","cited_by_count":1,"area":null},{"id":"2410.23883","title":"'No' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue","created":"2024-10-31","cited_by_count":1,"area":null},{"id":"2412.10337","title":"Generative AI in Medicine","created":"2024-12-13","cited_by_count":1,"area":null},{"id":"2502.00619","title":"Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective","created":"2025-02-02","cited_by_count":1,"area":null},{"id":"2508.14940","title":"Cohort-Aware Agents for Individualized Lung Cancer Risk Prediction Using a Retrieval-Augmented Model Selection Framework","created":"2025-08-20","cited_by_count":1,"area":null},{"id":"2509.08640","title":"RoentMod: A Synthetic Chest X-Ray Modification Model to Identify and Correct Image Interpretation Model Shortcuts","created":"2025-09-10","cited_by_count":1,"area":null},{"id":"2511.03219","title":"Diffusion-Guided Mask-Consistent Paired Mixing for Endoscopic Image Segmentation","created":"2025-11-05","cited_by_count":1,"area":null},{"id":"2602.03264","title":"HypCBC: Domain-Invariant Hyperbolic Cross-Branch Consistency for Generalizable Medical Image Analysis","created":"2026-02-03","cited_by_count":1,"area":null},{"id":"2603.00423","title":"An Interpretable Local Editing Model for Counterfactual Medical Image Generation","created":"2026-02-28","cited_by_count":1,"area":null},{"id":"2604.14800","title":"Generative Modeling of Complex-Valued Brain MRI Data","created":"2026-04-16","cited_by_count":1,"area":null},{"id":"2606.14506","title":"Beyond the Training Distribution: Evaluating Predictions Under Distribution Shift and Selection Bias","created":"2026-06-12","cited_by_count":1,"area":null},{"id":"2608.07713","title":"Tokenizer-Generator Coupling in Medical Image Generation","created":"2026-08-07","cited_by_count":1,"area":null},{"id":"2407.21674","title":"Synthetic Simplicity: Unveiling Bias in Medical Data Augmentation","created":"2024-07-31","cited_by_count":0,"area":null},{"id":"2412.00051","title":"TransFair: Transferring Fairness from Ocular Disease Classification to Progression Prediction","created":"2024-11-24","cited_by_count":0,"area":null},{"id":"2501.00053","title":"Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images","created":"2024-12-28","cited_by_count":0,"area":null},{"id":"2502.17360","title":"RELICT: A Replica Detection Framework for Medical Image Generation","created":"2025-02-24","cited_by_count":0,"area":null},{"id":"2506.02433","title":"Empowering Functional Neuroimaging: A Pre-trained Generative Framework for Unified Representation of Neural Signals","created":"2025-06-03","cited_by_count":0,"area":null},{"id":"2507.09687","title":"Post-Training Quantization of Generative and Discriminative LSTM Text Classifiers: A Study of Calibration, Class Balance, and Robustness","created":"2025-07-13","cited_by_count":0,"area":null},{"id":"2509.09130","title":"ALL-PET: A Low-resource and Low-shot PET Foundation Model in Projection Domain","created":"2025-09-11","cited_by_count":0,"area":null},{"id":"2509.26027","title":"Causally Guided Gaussian Perturbations for Out-Of-Distribution Generalization in Medical Imaging","created":"2025-09-30","cited_by_count":0,"area":null},{"id":"2510.12498","title":"Artificial Intelligence Virtual Cells: From Measurements to Decisions across Modality, Scale, Dynamics, and Evaluation","created":"2025-10-14","cited_by_count":0,"area":null},{"id":"2511.12301","title":"Rethinking Bias in Generative Data Augmentation for Medical AI: a Frequency Recalibration Method","created":"2025-11-15","cited_by_count":0,"area":null},{"id":"2512.00434","title":"Privacy-Preserving Generative Modeling and Clinical Validation of Longitudinal Health Records for Chronic Disease","created":"2025-11-29","cited_by_count":0,"area":null},{"id":"2512.24278","title":"One-shot synthesis of rare gastrointestinal lesions improves diagnostic accuracy and clinical training","created":"2025-12-30","cited_by_count":0,"area":null},{"id":"2601.00785","title":"FedHypeVAE: Federated Learning with Hypernetwork Generated Conditional VAEs for Differentially Private Embedding Sharing","created":"2026-01-02","cited_by_count":0,"area":null},{"id":"2602.03791","title":"Should I use Synthetic Data for That? An Analysis of the Suitability of Synthetic Data for Data Sharing and Augmentation","created":"2026-02-03","cited_by_count":0,"area":null},{"id":"2602.19822","title":"Efficient endometrial carcinoma screening via cross-modal synthesis and gradient distillation","created":"2026-02-23","cited_by_count":0,"area":null},{"id":"2603.09356","title":"Democratising Clinical AI through Dataset Condensation for Classical Clinical Models","created":"2026-03-10","cited_by_count":0,"area":null},{"id":"2605.10894","title":"Counterfactual Stress Testing for Image Classification Models","created":"2026-05-11","cited_by_count":0,"area":null},{"id":"2605.17118","title":"Differentiable Optimization Layers for Guaranteed Fairness in Deep Learning","created":"2026-05-16","cited_by_count":0,"area":null},{"id":"2605.17775","title":"Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale","created":"2026-05-18","cited_by_count":0,"area":null},{"id":"2606.03214","title":"Effect of Demographic Bias on Skin Lesion Classification","created":"2026-06-02","cited_by_count":0,"area":null},{"id":"2606.22649","title":"MaRS: Robust Out-of-Distribution Detection via Mahalanobis Residual Scoring","created":"2026-06-21","cited_by_count":0,"area":null},{"id":"2607.02596","title":"CIPHER: Causal Intervention Pathways for Healthcare Equity and Robustness","created":"2026-07-01","cited_by_count":0,"area":null},{"id":"2607.12987","title":"Controllable Generation of Diverse Dermatological Imagery for Fair and Efficient Malignancy Classification","created":"2026-07-14","cited_by_count":0,"area":null},{"id":"2608.24342","title":"Metadata-Aware Adaptation of a Generative Foundation Model for Conditional CMR Synthesis","created":"2026-08-25","cited_by_count":0,"area":null},{"id":"2608.30846","title":"VFR-Audit: Verdict-Level Reliability for Fairness Audits in Hospital Length-of-Stay Prediction","created":"2026-08-31","cited_by_count":0,"area":null},{"id":"2609.07719","title":"A radiographic world model for clinical reasoning and evidence generation","created":"2026-09-07","cited_by_count":0,"area":null},{"id":"2609.14124","title":"To do($x$) or not to do($x$): Medical Image Counterfactuals for Dataset Augmentation","created":"2026-09-12","cited_by_count":0,"area":null},{"id":"2609.26623","title":"A Data-Interventional Framework for Auditing Privacy and Fairness in Generative Medical Imaging","created":"2026-09-22","cited_by_count":0,"area":null}],"next_cursor":null}