@prefix this: <https://w3id.org/np/RA3UGkO4dMCp1st3ysbpi9vuuxWd5BGMuSqiKp8aUgaSU> .
@prefix sub: <https://w3id.org/np/RA3UGkO4dMCp1st3ysbpi9vuuxWd5BGMuSqiKp8aUgaSU#> .
@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 {
  <https://huggingface.co/Lots-of-LoRAs> <https://sense-nets.xyz/hasZoteroItemType>
      "webpage" .
  
  <https://vision.huji.ac.il/dsire/> <https://sense-nets.xyz/hasZoteroItemType> "webpage" .
  
  sub:assertion dcterms:creator <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts>;
    <http://purl.org/spar/cito/includesQuotationFrom> <https://x.com/MohammadSalaama/status/1806619254659182894>;
    rdfs:comment """ How do datasets size affect model weights?
Mainly norm growth but also eigen values

Important resource:
2k image loras
(for text loras there's  https://huggingface.co/Lots-of-LoRAs ) https://twitter.com/MohammadSalaama/status/1806619254659182894

""";
    schema:keywords "Lots-of-LoRAs", "datasets", "eigenValues", "modelWeights", "normGrowth";
    <https://sense-nets.xyz/announcesResource> <https://vision.huji.ac.il/dsire/>;
    <https://sense-nets.xyz/endorses> <https://x.com/MohammadSalaama/status/1806619254659182894>;
    <https://sense-nets.xyz/mentionsReadingStatus> <https://huggingface.co/Lots-of-LoRAs>;
    <https://sense-nets.xyz/quotesPost> <https://x.com/MohammadSalaama/status/1806619254659182894> .
  
  <https://x.com/MohammadSalaama/status/1806619254659182894> <https://sense-nets.xyz/hasZoteroItemType>
      "forumPost" .
}

sub:provenance {
  <https://sense-nets.xyz/> a prov:SoftwareAgent;
    prov:actedOnBehalfOf <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts> .
  
  sub:activity a <https://sense-nets.xyz/supervisedActivity>;
    prov:wasAssociatedWith <https://sense-nets.xyz/> .
  
  sub:assertion prov:linksTo <https://x.com/LChoshen/status/1806633982177530052>;
    prov:wasAssociatedWith <https://x.com/LChoshen>;
    prov:wasAttributedTo orcid:0000-0002-0085-6496, <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts>;
    prov:wasGeneratedBy sub:activity .
  
  <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts> foaf:account orcid:0000-0002-0085-6496,
      <https://x.com/LChoshen> .
}

sub:pubinfo {
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEArHtI92jm8pAYVsvJabxLGfOT+7G0JyJGh2gwjB5x2pFPga6wWTd+rNBWWUZViIFnaJrBEsJpgdnoupLU9ppwn+khMiGRfxqGsDDzwHcj3Jc75CRys7d3etwXdBdoXfBgjsJiZBazwm13idr6tljRrC1TaEJBnRQAqzBw9cLDeGY77cSznzXT39feUGT168dpCSE9O6u/48DvvWVqciHGsH9cQ+LroJJVsMrorwtsdZnAK+q48wtIP6pIpw5shSJ5LnA0qeN/f4TvTFDV6ItYIXjiWWpTECc/Bxmfnyat3B5xWCu9nvz8fEs7Ns0TuzQwT3/K55iSKDEIi/E0nO97xwIDAQAB";
    npx:hasSignature "bNkadYt7D5gW4r7ouSaQK0VTquEOkcVnLvyAyh7mm7ne6KL8MvEN5fco6VKiehsf4isZ6stnGf5R0PZClycQ/kolhHEgxJTdVpDf8OXksbks3tzHwORXT/aJ4UzKlocCW+Nt+8RoTktdcMiFOvrPUGF7aPUqwZvLhG+Cpb4GgsJnMS7CwGKV63exMqZ9SvcgL8NT0zn3COlCldTxn3pKa666+k0MkK1UHT3mWsHKb/VVLCa1Gr8BftwbqYtdo7PNVuAGRPzEBRQxAD9V1wZL6hJM7B/OMjd1yTR+aw8RanW3TR49CZZbjXw4bufDzjYVgrTVZ2lN/dCwqgLGbxUGpQ==";
    npx:hasSignatureTarget this:;
    npx:singedBy <https://sense-nets.xyz/>;
    prov:wasAssociatedWith <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16VtssigningDelegation> .
  
  this: dcterms:created "2024-09-12T18:53:20.701Z"^^xsd:dateTime;
    dcterms:creator <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts>;
    dcterms:license <https://creativecommons.org/licenses/by/4.0/>;
    npx:hasNanopubType <https://sense-nets.xyz/SemanticPost>;
    npx:wasCreatedAt <https://sense-nets.xyz/>;
    rdfs:label "CoSMO Semantic Post";
    prov:wasAttributedTo orcid:0000-0002-0085-6496;
    <https://sense-nets.xyz/hasRootSigner> "0xf6ECcfD463afB464dcC85b051DF2E93E2646E6D2" .
  
  <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts> foaf:account orcid:0000-0002-0085-6496;
    foaf:name "Leshem Choshen 🤖🤗 @ICML wanna talk?" .
}