Back to search
2504.04570

Distributional Control of Ensemble Systems

Jr-Shin Li, Wei Zhang

incompletemedium confidence
Category
Not specified
Journal tier
Strong Field
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper’s Theorem 1 (ensemble controllability implies pattern controllability) states the right claim and sketches the right route, but its proof contains a critical misstep: it asserts existence of preimages in P(M) that are close whenever the images in P(N) are close, invoking only continuity and surjectivity of the pushforward h#. That implication is generally false (continuity gives the forward direction). The remainder of the paper’s argument aligns with the standard and correct approach: realize the target output law as a pushforward, use ensemble controllability to steer the state field close in a probability metric, and pass to output measures by continuity. The candidate model’s proof supplies the missing ingredients (measurable selection for h and the correct continuity-in-probability to weak-law step), yielding a complete, rigorous argument.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} strong field

\textbf{Justification:}

The paper presents a timely and compelling distributional control framework for ensemble systems, with a central sufficiency result and a comprehensive moment-based methodology. The main theorem’s proof, however, contains a fixable logical gap regarding continuity and preimage closeness under the pushforward map. Addressing this with standard measurable selection and a corrected continuity argument will render the proof rigorous without altering the main narrative or results.