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2104.01259

Safe Control in the Presence of Stochastic Uncertainties

Albert Chern, Xiang Wang, Abhiram Iyer, Yorie Nakahira

correctmedium confidence
Category
Not specified
Journal tier
Specialist/Solid
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper’s Theorem 1 states that the CCDF F(z,T;ℓ)=P(Φ_x(T)≥ℓ) for the augmented diffusion Z_t=[φ(X_t);X_t] solves the initial–boundary value problem ∂_T F = 1/2 ∇·(D∇F) + L_ρ F − 1/2 ∇·D F on {z: z[1]≥ℓ} with Dirichlet boundary F=0 on {z[1]<ℓ} and initial condition F(z,0;ℓ)=1_{z[1]≥ℓ}, where D=ζζ^⊤ (eq. (25.B)) . The proof sketched in the paper uses a Feynman–Kac construction with a killing rate γ1_{M^c} and then sends γ→∞ to encode absorption outside M, and finally rewrites the operator via the identity ∇·(D∇F)=Tr(D Hess F)+(∇·D)·∇F (their eq. (42) with footnote 19) . The candidate solution reaches the same PDE and boundary/initial conditions by a standard “killed-process” backward equation/Dynkin’s formula argument on the augmented process, also invoking the same divergence identity. Thus, the results agree and the proofs are genuinely different in technique (Feynman–Kac limit vs. killed-generator/Dynkin). Minor notational slips in the paper (e.g., writing Lρ without an explicit F in (25.B), and the shorthand in (42)) are clarified by context and footnote 19 . The paper’s assumptions (unique solution for the SDE; φ∈C^2 with nonvanishing gradient on ∂C) are stated earlier and are consistent with what is needed for both approaches . The only gap is that the γ→∞ limit and boundary regularity are not fully justified in print, but these are standard and can be completed with routine arguments. Overall: both correct; different proofs.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} specialist/solid

\textbf{Justification:}

The paper correctly derives a PDE characterization of safety-related distributional quantities for controlled diffusions by augmenting the state and applying a Feynman–Kac penalization-to-absorption argument. The result is useful and broadly applicable in safety-critical control. Some steps (the γ→∞ limit, boundary regularity, and notation) should be tightened for full rigor and clarity, but these are minor. The contribution is solid and will be of interest to specialists in stochastic control and PDE-based safety analysis.