Are there any fundamental limitations (impossibility results) known for metric learning?

Are there any direct connection reduction from/to that I can use results in clustering? (e.g. this: 2 )

2 Kleinberg, Jon. "An impossibility theorem for clustering." Advances in neural information processing systems (2003): 463-470.


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