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
- arXiv Links
- Abstract ↗PDF ↗
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.