aai-institute / pyDVL

pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
https://pydvl.org
GNU Lesser General Public License v3.0
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Alternative permutation antithetic sampling #442

Open mdbenito opened 1 year ago

mdbenito commented 1 year ago

Currently it does one full permutation before the other one. This is how it's described in the paper which first described antithetic permutation sampling. It's the same as with sets: first one set, then the complement. In this case a permutation, then its reverse. We could also start from both ends. Each of these has different properties that I haven't investigated at all, so I was content with doing what the paper describes, but all this probably warrants documenting and warning.

_Originally posted by @mdbenito in https://github.com/aai-institute/pyDVL/pull/439#discussion_r1338173605_