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Preprint Sep 2026

Synthetic Nearest Neighbors: Extending Synthetic Controls for Matrix Completion with Missing Not at Random Data

We develop a causal framework for matrix completion under missing not at random (MNAR) data. Drawing on synthetic controls from the econometric panel data literature, our approach relaxes two assumptions common in MNAR matrix completion: positivity and independence of observation indicators. Unlike traditional panel da...

Anish Agarwal, M. Dahleh, Devavrat Shah et al. · 0 citations
Open access Sep 2026

Behaviorally Adaptive and Inclusive Advanced Driver‐Assistance Systems

This work contributes a patent–hazard coverage perspective for identifying areas of innovation concentration and underexplored opportunity, together with a two‐dimensional design space linking hazard domains to behavioral adaptivity, and introduces an inclusivity matrix that translates demographic variability into meas...

Jana Skirnewskaja, Mardavij Roozbehani, M. Dahleh · 0 citations

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