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Beyond Fidelity: Assessing Anomaly Preservation in Synthetic Time Series Generation

Authors: Maratova, Assem;

Beyond Fidelity: Assessing Anomaly Preservation in Synthetic Time Series Generation

Abstract

anomaly_detectors.zip - checkpoints for anomaly detectors TadGAN and WassersteinGAN (WGAN). TSB-AD-M.zip - CSV files with time series data from the TSB-AD framework. generative_models.zip - checkpoints for generative models DDPM, RTSGAN, TTS-GAN, TimeVAE, TimeVAE_v2, TimeVAE_v3.

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