Lumifer comments on [link] Baidu cheats in an AI contest in order to gain a 0.24% advantage - Less Wrong Discussion
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Well, lossless compression implies understanding. Lossy compression may or may not imply understanding.
Also, usually you can get a lossy compression algorithm from a lossless one. In image compression, the lossless method would typically be to send a scene description plus a low-entropy correction image; you can easily save bits by just skipping the correction image.
I emphasize lossless compression because it enables strong comparisons between competing methods.
Huh? Understanding by whom? What exactly does the zip compressor understand?