https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

http://www.w3.org/2000/01/rdf-schema#comment 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

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://sense-nets.xyz/endorses endorses

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

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

quantum-securemultipartydeeplearning

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

http://purl.org/dc/terms/creator creator

https://w3id.org/np/RAoSadUw99... RAoSadUw99

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

machinelearning

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

privacy

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

quantumcomputing

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

securemultipartycomputation

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#linksTo linksTo

https://x.com/LChoshen/status/1823374595334009145 status/1823374595334009145

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo

https://w3id.org/np/RAoSadUw99... RAoSadUw99

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith

https://x.com/LChoshen LChoshen

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasGeneratedBy wasGeneratedBy

https://w3id.org/np/RAFarA0bwp...#activity activity

Sensenets

2024-09-03T21:16:02.887Z

https://w3id.org/np/RAFarA0bwp... RAFarA0bwp

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo

https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496

Sensenets

2024-09-03T21:16:02.887Z