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evidential learning

technology1 mentionslast seen Sep 16, 2026

A framework for uncertainty quantification in machine learning that uses Bayesian methods to estimate aleatoric and epistemic uncertainty.

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EviDepimplementsevidential learning85% confidence1 source

evidential learning

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EviDepimplementsevidential learning

85% confidence1 supporting mentions

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preprintarXivSep 15, 2026EviDep: Uncertainty-Aware Multimodal Depression Estimation via Disentangled Evidential Learning
We present EviDep, a multimodal evidential regression framework that integrates multi-scale temporal modeling and shared--private representation learning for uncertainty-aware depression estimation. Disentangled Evidential Learning encourages the disentanglement of cross-modal shared and modality-specific information in the refined features.