Nanopublications

@prefix this: <https://w3id.org/np/RAFarA0bwpHsznbcw3wXi4Za4Bzu9KtsPOK-fFk1yOCLg> .
@prefix sub: <https://w3id.org/np/RAFarA0bwpHsznbcw3wXi4Za4Bzu9KtsPOK-fFk1yOCLg#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix schema: <https://schema.org/> .
@prefix foaf: <http://xmlns.com/foaf/0.1/> .
@prefix orcid: <https://orcid.org/> .

sub:head {
  this: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

sub:assertion {
  sub:assertion dcterms:creator <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts> ;
    rdfs:comment """ You can not run a closed model yourself, right? well...
They prevent information leakage through quantum light properties
What?!
Simply:you can compute the network outputs but not recreate the weights and the API cannot access your data!
@RLEatMIT
@KfirSulimany @Dirk_Englund https://twitter.com/LChoshen/status/1823374595334009145/photo/1

The basic Idea is that for every multiplication in the network you multiply two symmetric things an input and an output matrix.
So, if each side can send a matrix but only read the output each can keep their secret (one the input one the model weights)

https://www.alphaxiv.org/abs/2408.05629

And apparently you can multiply (super fast) by encoding the matrix as a light wave, then the multiplication is the two waves meeting and the output is more or less the only thing you can do.

I was involved in the \"more or less\", e.g. to avoid reconstruction through a canonical basis as inputs you can use invariances such as sending a permuted network each time
https://www.alphaxiv.org/abs/2408.05629

""" ;
    schema:keywords "machinelearning" , "privacy" , "quantum-securemultipartydeeplearning" , "quantumcomputing" , "securemultipartycomputation" ;
    <https://sense-nets.xyz/endorses> <https://www.alphaxiv.org/abs/2408.05629> .
  <https://www.alphaxiv.org/abs/2408.05629> <https://sense-nets.xyz/hasZoteroItemType> "webpage" .
}

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    foaf:name "Leshem Choshen 🤖🤗 @ICML wanna talk?" .
}