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#artificial intelligence Preprint Oct 2026

TimeNet: An Extensible Unified Data Infrastructure for Next-Generation Temporal Foundation Models

Temporal Foundation Models (TFMs) aim to generalize across domains, datasets, and tasks. Yet, their development remains constrained by fragmented, task-specific data formats, annotations, and processing pipelines. We introduce TimeNet, an open-source data standard and scalable infrastructure that decouples temporal dat...

Martin Maritsch, Timo Stoffregen, Thomas Kaar et al. · 0 citations
Review Open access Aug 2026

Multimodal generative AI for pre-practicum mental health support competency development: a human-supervised framework for education–childcare partnerships

Generative artificial intelligence (GenAI) and multimodal interaction are attracting growing attention in mental health-related education and care. At the same time, pre-service childcare professionals are increasingly expected to observe and respond sensitively to infants’ and toddlers’ emotional signals, attachment n...

Wen-Lan Xie, Chun-Ye Xiang, Fan Wu et al. · 0 citations

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