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Author

Fariza Rashid

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#artificial intelligence Open access Feb 2026

CIRCLE: A Framework for Evaluating AI from a Real-World Lens

CIRCLE operationalizes the Validation phase of TEVV by translating priorities of stakeholders outside the stack into measurable signals, and produces systematic knowledge that can enable governance based on materialized downstream effects rather than theoretical capabilities.

Reva Schwartz, Carina E. I. Westling, Morgan Briggs et al. · 1 citation · ⚡1
#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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