1.5k citations · 2.2k across the 13 of their papers we have counts for
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cs.AI2019
AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence
Jeff Clune
Perhaps the most ambitious scientific quest in human history is the creation of general artificial intelligence, which roughly means AI that is as smart or smarter than humans. The…
cs.AI2018
Deep Curiosity Search: Intra-Life Exploration Can Improve Performance on Challenging Deep Reinforcement Learning Problems
Christopher Stanton, Jeff Clune
Traditional exploration methods in RL require agents to perform random actions to find rewards. But these approaches struggle on sparse-reward domains like Montezuma's Revenge wher…
cs.AI2015★ 414 cited
Illuminating search spaces by mapping elites
Jean-Baptiste Mouret, Jeff Clune
Many fields use search algorithms, which automatically explore a search space to find high-performing solutions: chemists search through the space of molecules to discover new drug…