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stat.ML2026
Adjoint-Based Calibration and Optimal Control of Stochastic Multiscale Bioprocess Digital Twins
Keilung Choy, Wei Xie
We develop a bias-aware digital-twin calibration and control framework for multiscale bioprocess models within a biological systems-of-systems (Bio-SoS) paradigm. The digital twin…
stat.ML2024
Matrix Concentration for Random Signed Graphs and Community Recovery in the Signed Stochastic Block Model
Sawyer Jack Robertson
We consider graphs where edges and their signs are added independently at random from among all pairs of nodes. We establish strong concentration inequalities for adjacency and Lap…