2101.07178
PARTIAL OBSERVABILITY APPROACH FOR THE OPTIMAL TRANSPARENCY PROBLEM IN MULTI-AGENT SYSTEMS
Sadegh Arefizadeh, Sadjaad Ozgoli, Sadegh Bolouki, Tamer Başar
correctmedium confidence
- Category
- Not specified
- Journal tier
- Strong Field
- Processed
- Sep 28, 2025, 12:55 AM
- arXiv Links
- Abstract ↗PDF ↗
Audit review
The paper proves existence/uniqueness and convergence for x(t+1)=max(0,(I−W)H_p x(t)+b) by a contraction argument on successive differences using ‖I−W‖<1 and ‖H_p‖=1 (Theorem 1; eqs. (17)–(23)) , characterizes the equilibrium via an LCP (Theorem 2; eqs. (24)–(28)) , gives the closed-form when x*>0 with a Neumann approximation (eqs. (29)–(31)) and a sufficient condition for strict positivity (Theorem 3; eqs. (32)–(33)) . The candidate solution reproduces these results via Banach’s fixed-point theorem (instead of the paper’s Cauchy-difference approach), the same LCP, the same positivity condition (modulo a minor inequality-direction slip), and the same Neumann expansion. The norm choice is consistent with the paper’s notation (∞-norm) and assumptions on S_i and b_i match the setup (Section 3.1) . Aside from the small inequality sign slip when relating ‖(I−W)H_p‖ to ‖I−W‖, the model’s reasoning aligns with the paper.
Referee report (LaTeX)
\textbf{Recommendation:} minor revisions
\textbf{Journal Tier:} strong field
\textbf{Justification:}
The paper’s core claims—global convergence/uniqueness via contraction, LCP characterization of the equilibrium, a clean sufficient condition for strict positivity, and a Neumann-series-based approximation—are correctly proved under well-stated assumptions. The analysis leverages the ∞-norm and the stochasticity of H\_p effectively, and the optimization layer is well-motivated. Minor issues include a notational slip in the LCP derivation and opportunities to simplify the convergence proof via Banach’s theorem.