In this paper, the authors investigate the Deep Sea Treasure (DST) problem as proposed by Vamplew et al. Through a number of proofs, the authors show the original DST problem to be quite basic, and not always representative of practical Multi-Objective Optimization problems. In an attempt to bring theory closer to practice, the authors propose an alternative, improved version of the DST problem, and prove that some of the properties that simplify the original DST problem no longer hold. The authors also provide a reference implementation and perform a comparison between their implementation, and other existing open-source implementations of the problem. Finally, the authors also provide a complete Pareto-front for their new DST problem.

翻译：在本文中,提交人调查了Vamplew等人提议的深海宝藏(DST)问题。 作者通过一些证据表明,最初的DST问题相当基本,并不总是代表实际的多目标优化问题。为了让理论更接近实践,作者提出了DST问题的另一种改进版本,并证明一些简化了原DST问题的财产不再有效。作者还提供了参考性实施,并比较了其执行情况和其他现有的公开源头实施问题。最后,作者还为其新的DST问题提供了完整的Pareto前台。