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Łukasz Sobczak

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Preprint Jul 2026

From Plots to Words: Model-Aware Multimodal Explanations as a Foundation for Accessible, Non-Visual Interaction

A context-aware, multi-agent framework that integrates textual queries, numerical data, visual representations, and model-derived signals for explainable time-series forecasting, which argues makes the approach a natural foundation for non-visual, accessible interaction of particular relevance to blind and visually impaired users.

Nur Keleşoğlu, Łukasz Sobczak, Joanna Domańska · 0 citations