activity
20202026
most citedAnalysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria

47 citations · 50 across the 9 of their papers we have counts for

collaborators

11 papers

cs.CV2026

A Multimodal Dataset for Survival Prediction in Resected Pancreatic Ductal Adenocarcinoma

Anh-Tien Nguyen, Mawuko Tettey, Jacqueline Michelle Metsch +14

Survival research in pancreatic ductal adenocarcinoma (PDAC) is limited by the scarcity of datasets linking whole-slide histology with clinical, molecular, and long-term outcome da…

cs.CV2026

FFM-CP: Cross-Backbone Fusion of Vision-Language Foundation Models for Few-Shot Computational Pathology

Anh-Tien Nguyen, Trung DQ. Dang, Nghiem Tuong Diep +9

Pathology vision-language foundation models vary in performance across diseases and tasks, with no single model consistently performing best. The high cost of expert pathology anno…

cs.LG2026

A Federated Artificial Intelligence Framework for Optimizing Pancreatic Cancer Treatment - Strategy Update

Anne-Christin Hauschild, Amirreza Aleyasin, Nils H. Beyer +12

While a centralized approach involving patient consent to collect and analyze data centrally would theoretically offer the best data quality and predictive performance, it is not a…

cs.LG2026

FedDRAW: Federated Dual Reputation Annealing Weighting for Heterogeneous Multi-Institutional Chest Radiograph Classification

Maryam Moradpour, Anne-Christin Hauschild

Artificial intelligence models are promising for medical diagnosis, but they require large numbers of unbiased data, which in medicine are distributed across hospitals and cannot b…

cs.LG2026

FederatedRSF : Federated Random Survival Forests for Partially Overlapping Medical Data

Maryam Moradpour, Jonas Harriehausen, Amirreza Aleyasin +3

Multi-center survival prediction can improve robustness and generalizability, yet privacy regulations and institutional governance often prevent pooling patient-level clinical and…

cs.LG2025★ 2 cited

S-Chain: Structured Visual Chain-of-Thought For Medicine

Khai Le-Duc, Duy M. H. Nguyen, Phuong T. H. Trinh +21

Faithful reasoning in medical vision-language models (VLMs) requires not only accurate predictions but also transparent alignment between textual rationales and visual evidence. Wh…