由压缩进度驱动:一个简单的原则解释主观美的基本方面,新奇,惊喜,愉快,注意力,好奇心,创造力,艺术,科学,音乐,笑话
Driven by Compression Progress: A Simple Principle Explains Essential Aspects of Subjective Beauty, Novelty, Surprise, Interestingness, Attention, Curiosity, Creativity, Art, Science, Music, Jokes
摘要:
我认为,数据本身变得暂时有趣的一些自我改进,但计算有限,主观的观察者,一旦他学会预测或压缩数据以更好的方式,从而使它主观上更简单,更美丽。Currency是创造或发现更多非随机、非任意、规则的数据的愿望,这种数据不是玻尔兹曼和香农的传统意义上的新颖和令人惊讶的,而是因为它的规则性还不知道,所以它允许压缩进展。这种驱动力最大化了兴趣度,即主观美或可压缩性的一阶导数,也就是学习曲线的陡峭度。它激发探索婴儿,纯数学家,作曲家,艺术家,舞蹈家,喜剧演员,你自己和(自1990年以来)人工系统。
英文摘要:
I argue that data becomes temporarily interesting by itself to some self-improving, but computationally limited, subjective observer once he learns to predict or compress the data in a better way, thus making it subjectively simpler and more beautiful. Curiosity is the desire to create or discover more non-random, non-arbitrary, regular data that is novel and surprising not in the traditional sense of Boltzmann and Shannon but in the sense that it allows for compression progress because its regularity was not yet known. This drive maximizes interestingness, the first derivative of subjective beauty or compressibility, that is, the steepness of the learning curve. It motivates exploring infants, pure mathematicians, composers, artists, dancers, comedians, yourself, and (since 1990) artificial systems.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。