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Suranga Seneviratne

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#artificial intelligence Preprint Sep 2026

ProCTI: Prototype-Refined Global Conditioning for Diffusion-Based Time Series Imputation

ProCTI is proposed, a diffusion-imputation framework that augments local conditioning with retrieved global dataset-level priors through learned prototypes through a hybrid conditioning mechanism that integrates this global context with local signals during reverse diffusion, enabling more accurate reconstruction under...

Fariza Rashid, Duc Van Le, Rahat Masood et al. · 0 citations

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