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Learning to Discover Skills through Guidance Hyunseung Kim,1 Byungkun Lee,1 Hojoon Lee

Neural Information Processing Systems

However, we have identified that the effectiveness of these rewards declines as the environmental complexity rises. Therefore, we present a novel USD algorithm, skill disco very with gui dance ( DISCO-DANCE), which (1) selects the guide skill that possesses the highest potential to reach unexplored states, (2) guides other skills to follow guide skill, then (3) the guided skills are dispersed to maximize their discriminability in unexplored states. Empirical evaluation demonstrates that DISCO-DANCE outperforms other USD baselines in challenging environments, including two navigation benchmarks and a continuous control benchmark.


Medieval elite still received fancy burials despite disease stigma

Popular Science

Breakthroughs, discoveries, and DIY tips sent six days a week. Wealth confers privilege, and for many people during the Middle Ages, this privilege extended into the afterlife . The trend often mirrored their relationship with religion before their deaths, too--nobility and knights frequently ensured they sat in the front pews of services. Money is only one facet of social relations, however. Communities have long discriminated against and ostracized residents with debilitating illnesses--especially those with outward physical effects.