Industry Track: MAMBO: ML Accelerated Multi-Agent Black-Box Optimization for Enhancing Standard Cell Synthesis Quality. - Tianchi Liu 003; Sriram Madhavan; Dastagiri Dudekula; Luke Thomas; Ivo van Zandvoort; Maarten Berkens (MLCAD, 2025)