Author

Mani B. Srivastava

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#artificial intelligence Preprint Sep 2026

Dynamical Parameters: An Interpretability Framework for Time-Series Foundation Models

This work studies a central gap in interpreting time-series foundation models (TSFMs): a dynamical property may be accessible in a hidden state even when the forecast fails to respond correctly as that property changes. We formalize these properties as Dynamical Parameters, including trend slope, oscillation frequency,...

Kang Yang, Gao-Feng Dong, Li-Ying Han et al. · 0 citations

#artificial intelligence Preprint Feb 2025

Scaling Online Complex Event Detection with Synthetic Supervision and Mamba-Based Neural Algorithmic Reasoning

A controlled simulator-generated online multilabel CED testbed built from real-world multimodal sensor clips and rule-generated CE labels is introduced, with stress-test settings that vary sensor noise, distribution shift, and the window size used to segment streaming sensor sequences.

Li-Ying Han, Gao-Feng Dong, Xiaomin Ouyang et al. · 0 citations