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as p nears infinity, it forms a perfect square. The shape of Lp norms for different p value. Source: https://lh5.googleusercontent.com/EoX3sngY7YnzCGY9CyMX0tEaNuKD3_ZiF4Fp3HQqbyqPtXks2TAbpTj5e4tiDv-U9PT0MAarRrPv6ClJ06C0HXQZKHeK40ZpVgRKke8-Ac0TAqdI7vWFdCXjK4taR40bdSdhGkWB In our optimization