Critic Architecture Matters: Dual vs. Unified Critics for Humanoid Loco-Manipulation
It is argued that critic architecture deserves explicit treatment as a design variable in multi-objective humanoid RL, and specify the single-variable ablation needed to establish its causal contribution.