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cs.LG2026
Timesynth: A Temporal Fidelity Framework for Health Signal Digital Twins
Md Rakibul Haque, Shireen Elhabian, Warren Woodrich Pettine
Forecasting models for health-signal digital twins must preserve the oscillatory, frequency, phase, and state-transition dynamics of physiological signals, yet the pointwise metric…
cs.LG2026
TimeSynth: A Framework for Uncovering Systematic Biases in Time Series Forecasting
Md Rakibul Haque, Vishwa Goudar, Shireen Elhabian +1
Time series forecasting is a fundamental tool with wide ranging applications, yet recent debates question whether complex nonlinear architectures truly outperform simple linear mod…