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continuous-time modeling 1flow matching 1forecasting 1irregular time series 1transformer 1

From the 1 of 31 linked papers with an AI index.

most citedCATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching

1 citations · 1 across the 8 of their papers we have counts for

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stat.ML2026

HyFAD: Hybrid Time-Frequency Diffusion with Frequency-Aware Embedding for Time Series Imputation

Hongfan Gao, Wangmeng Shen, Bin Yang +1

Diffusion models have demonstrated strong performance in time series modeling due to their ability to progressively capture complex data distributions through iterative denoising.…