The general reinforcement learning agent AIXI may be the only mathematical formalism of artificial general intelligence supported by formal proof. Unfortunately AIXI is incomputable, and its performance is subjective. This paper proposes an alternative formalism of AGI which overcomes both problems. Mathematical proof of its performance is given, along with a simple implementation and experimental results that support these claims.
翻译:通用强化学习代理AXI可能是得到正式证明支持的人工一般智能的唯一数学形式主义。 不幸的是,AXI是无可辩驳的,其性能是主观的。本文提出了AGI克服这两个问题的另一种形式主义。提供了其表现的数学证据,以及支持这些说法的简单实施和实验结果。