@prefix this: <https://w3id.org/np/RA7XjzRLoMcPrDu3gZTqotvYYe-qL-wd---Pzyvh-6UWk> .
@prefix sub: <https://w3id.org/np/RA7XjzRLoMcPrDu3gZTqotvYYe-qL-wd---Pzyvh-6UWk#> .
@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://openreview.net/forum?id=u3sssLLu4y&referrer=> <https://sense-nets.xyz/hasZoteroItemType> "conferencePaper" .
  sub:assertion dcterms:creator <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts> ;
    <http://purl.org/spar/cito/discusses> <https://openreview.net/forum?id=u3sssLLu4y&referrer=> ;
    rdfs:comment """ #ICML2024
Weight decay regularizes weights to be low-rank
+ increases alignment between laters
Good labels end with low rank middle layer weights
This doesn't happen with random labels
https://openreview.net/forum?id=u3sssLLu4y&referrer=%5Bthe%20profile%20of%20Samuel%20Wheeler%5D(%2Fprofile%3Fid%3D~Samuel_Wheeler1)
@kkpatelnmh @PedroSavarese @iammattwalters https://twitter.com/LChoshen/status/1816819564002304091/photo/1

""" ;
    schema:keywords "ICML2024" , "alignment" , "lowrank" , "machinelearning" , "weightdecay" ;
    <https://sense-nets.xyz/summarizes> <https://openreview.net/forum?id=u3sssLLu4y&referrer=> .
}
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/1816819564002304091> ;
    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 "Q/hcs0IsrhgfmeBO64uz4EH5qhcyTixKRpmd91KMpQjCkrBa/i+gr70jn80Sy1Zvx7KOQaLn4CMyVquhsL9CwwOfCA9kzxCzB7A4RD5DMrGIxNEpsy+j4RmuTKeiMMLnxjjwGj0q3muT8pCL4MHNlILwk6H8kBD8D5srQ42/AZG/NzRDr23hmPR9eFsQEim2BZKo7f1v/FbaYsFVUEwQqQpoy90jwVVhRJOsx4MLglKaveKHIhQBSpWfqOGVJg2PxCOhv/M6/sx8C7Do/j1uQYUNs6bxegbXz9KSHmPAbIh0OFAlFJAIRR/XxQ/7ALZ4C/KeGfO9XMuGF8ui/IY9wQ==" ;
    npx:hasSignatureTarget this: ;
    npx:singedBy <https://sense-nets.xyz/> ;
    prov:wasAssociatedWith <https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16VtssigningDelegation> .
  this: dcterms:created "2024-09-12T18:44:50.152Z"^^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?" .
}