Author

A. Moayedikia

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Preprint Aug 2026

Conformal Fusion Under Missing Modalities

Modality-Conditioned Conformal Fusion is, to the authors' knowledge, the first method with formal coverage guarantees under arbitrary modality availability through architectural integration rather than post-hoc recalibration, and the evidential decomposition yields per-modality vacuity scores that localise uncertainty...

Alireza Moayedikia · 0 citations

#machine learning Preprint Aug 2026

Capacity Confounds and Coverage Guarantees in Adaptive Sub-model Federated Learning

Sub-model federated learning lets resource-constrained clients train width-reduced versions of a global model, but existing methods allocate capacity by device resources alone. A natural next step, allocating capacity by each client's data heterogeneity as estimated from the updates the server already observes, has bee...

Alireza Moayedikia, A. T. Lora · 0 citations