2 papers
math.OC2026
Data Poisoning Attacks Can Systematically Destabilize Data-Driven Control Synthesis
Vijayanand Digge, Martina Vanelli, Ahmad W. Al-Dabbagh +2
Data-driven control has emerged as a powerful paradigm for synthesizing controllers directly from data, bypassing explicit model identification. However, this reliance on data intr…
eess.SY2025
Interpolation Conditions for Data Consistency and Prediction in Noisy Linear Systems
Martina Vanelli, Nima Monshizadeh, Julien M. Hendrickx
We develop an interpolation-based framework for noisy linear systems with unknown system matrix with bounded norm (implying bounded growth or non-increasing energy), and bounded pr…