Tag
ALSO introduces a framework for online strategy optimization in multi-agent social simulation, formulating multi-turn interaction as an adversarial bandit problem and using a neural surrogate for reward prediction. Experiments on the Sotopia benchmark show it outperforms static baselines and existing optimization methods.