Author

Dan Li

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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

Jul 2026

AdaPCLA: Adaptive Prior-Calibrated Logit Adjustment for Long-Tailed Longitudinal EHR Generation

AdaPCLA framework is proposed, which enables generative models to adaptively fit and generate EHR data through a data distribution-aware training strategy; this is achieved by internalizing data knowledge parameters by simulated annealing training.

Shuai Cui, Wenxuan Chen, Wenjie Du et al. · arXiv.org · 0 citations