3 papers
cs.LG2026
When Average Calibration Fails: Site-Conditional Federated Conformal Risk Control
Nafis Fuad Shahid
Conformal risk control (CRC) provides distribution-free segmentation guarantees by calibrating a prediction-set threshold on held-out data. In federated deployments, the standard a…
cs.SE2026
LoRA-MME: Multi-Model Ensemble of LoRA-Tuned Encoders for Code Comment Classification
Md Akib Haider, Ahsan Bulbul, Nafis Fuad Shahid +2
Code comment classification is a critical task for automated software documentation and analysis. In the context of the NLBSE'26 Tool Competition, we present LoRA-MME, a Multi-Mode…
eess.IV2026
Probabilistic Feature Imputation and Uncertainty-Aware Multimodal Federated Aggregation
Nafis Fuad Shahid, Maroof Ahmed, Md Akib Haider +3
Multimodal federated learning enables privacy-preserving collaborative model training across healthcare institutions. However, a fundamental challenge arises from modality heteroge…