AI Institute Project Involvement: Novel representations and algorithms for mixed discrete and continuous optimization problems inherent in multi-agent metric-semantic mapping (R1.1); Hierarchical semantic mapping at the edge (R1.2); Multi-robot mapping with disruptions in communication (R2.1); Efficient high-dimensional policy learning under complex dynamics (R3.1)