Shape Derivative-Informed Neural Operators with Application to Risk-Averse Shape Optimization. - Xindi Gong; Dingcheng Luo; Thomas O'Leary-Roseberry; Ruanui Nicholson; Omar Ghattas (CoRR, 2026)