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Behind the [MASK]: Disentangling Representation and Faithfulness in DAPF-Based Dementia Detection

arXiv cs.CL · 2026-08-27 Cached

This paper investigates the interpretability of DAPF-based models for dementia detection, revealing that while DAPF achieves strong performance, its token-level explanations lack faithfulness.

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#dementia-detection

Gated Multi-Graph Fusion via Graph Attention Networks for Alzheimer's Disease Detection

arXiv cs.CL · 2026-07-01 Cached

This paper proposes a Multi-View Gated Graph Attention Network for Alzheimer's Disease detection from spontaneous speech, using semantic, dependency, and co-occurrence graphs with an adaptive gated fusion mechanism. The model achieves 90.00% accuracy on the ADReSSo dataset, and the source code is publicly available.

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Multilingual Detection of Alzheimer's Disease from Speech: A Cross-Linguistic Transfer Learning Approach

arXiv cs.CL · 2026-06-05 Cached

This paper proposes a cross-linguistic transfer learning approach for detecting Alzheimer's Disease from speech across multiple languages, achieving F1 scores of 82% and supporting real-time screening applications.

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