RAKmi8CK-U (explore)

RAKmi8CK-U

Full identifier: https://w3id.org/np/RAKmi8CK-UdWMP9L6Q9YymxVSFsIlM1cP-6WDc4T4ocN0

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Nanopublication

CoSMO Semantic Post SemanticPost comment approve/disapprove edit as derived nanopublication

https://arxiv.org/abs/2406.12208 2406.12208 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "preprint" .

https://x.com/LChoshen/status/1729488495515713672 status/1729488495515713672 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "forumPost" .

https://x.com/prateeky2806/status/1665759148380758022 status/1665759148380758022 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "forumPost" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion http://purl.org/dc/terms/creator creator https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion http://purl.org/spar/cito/discusses discusses https://x.com/LChoshen/status/1729488495515713672 status/1729488495515713672 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion http://purl.org/spar/cito/discusses discusses https://x.com/prateeky2806/status/1665759148380758022 status/1665759148380758022 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion http://purl.org/spar/cito/reviews reviews https://arxiv.org/abs/2406.12208 2406.12208 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion http://www.w3.org/2000/01/rdf-schema#comment comment (this is a literal) " Evolver, model merging in a genetic algorithm Improves on current merging techniques (my beloved TIES 🫣 ) Train diverse models Merge regularly or take diff between two models Update some parameters Keep if good Repeat https://arxiv.org/abs/2406.12208 @jingli9111 @banting_liu @576gsk https://twitter.com/LChoshen/status/1803410440535326786/photo/1 Merging is aimed at taking many models and getting one that generalizes better, there are various methods for it, read more e.g. on TIES https://x.com/prateeky2806/status/1665759148380758022 Genetic algorithms evolve models, in steps: Create mutations (here new m = m_old + a(m_1-m_2)) m are models a some constant Crossover, take some of the mutation and apply it, for each parameter randomly keep m_old or update to m_new Survive, keep only the best performing on val By sometimes merging and sometimes evolving (and dev sets) they improve over all current methods https://twitter.com/LChoshen/status/1803410445635653960/photo/1 In some sense, this can be seen as a better search in the region between the merged models, which we know is not equally good but all better than the edges https://x.com/LChoshen/status/1729488495515713672 https://twitter.com/LChoshen/status/1803410447246250483/photo/1 " .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion https://schema.org/keywords keywords (this is a literal) "TIES" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion https://schema.org/keywords keywords (this is a literal) "evolver" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion https://schema.org/keywords keywords (this is a literal) "genetic\_algorithms" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion https://sense-nets.xyz/endorses endorses https://x.com/LChoshen/status/1729488495515713672 status/1729488495515713672 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion this assertion https://sense-nets.xyz/summarizes summarizes https://arxiv.org/abs/2406.12208 2406.12208 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion The assertion above http://www.w3.org/ns/prov#linksTo linksTo https://x.com/LChoshen/status/1803410440535326786 status/1803410440535326786 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion The assertion above http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith https://x.com/LChoshen LChoshen .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAKmi8CK-U...#assertion The assertion above http://www.w3.org/ns/prov#wasGeneratedBy wasGeneratedBy This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#activity activity .

https://sense-nets.xyz/ Sensenets http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://www.w3.org/ns/prov#SoftwareAgent SoftwareAgent .

https://sense-nets.xyz/ Sensenets http://www.w3.org/ns/prov#actedOnBehalfOf actedOnBehalfOf https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#activity activity http://www.w3.org/1999/02/22-rdf-syntax-ns#type type https://sense-nets.xyz/supervisedActivity supervisedActivity .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#activity activity http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith https://sense-nets.xyz/ Sensenets .

https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? http://xmlns.com/foaf/0.1/account account https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496 .

https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? http://xmlns.com/foaf/0.1/account account https://x.com/LChoshen LChoshen .

https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Leshem Choshen 🤖🤗 @ICML wanna talk?" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "CoSMO Semantic Post" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type https://sense-nets.xyz/SemanticPost SemanticPost .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2024-09-12T18:58:02.418Z" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#sig sig http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#sig sig http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal) "RSA" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#sig sig http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal) "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEArHtI92jm8pAYVsvJabxLGfOT+7G0JyJGh2gwjB5x2pFPga6wWTd+rNBWWUZViIFnaJrBEsJpgdnoupLU9ppwn+khMiGRfxqGsDDzwHcj3Jc75CRys7d3etwXdBdoXfBgjsJiZBazwm13idr6tljRrC1TaEJBnRQAqzBw9cLDeGY77cSznzXT39feUGT168dpCSE9O6u/48DvvWVqciHGsH9cQ+LroJJVsMrorwtsdZnAK+q48wtIP6pIpw5shSJ5LnA0qeN/f4TvTFDV6ItYIXjiWWpTECc/Bxmfnyat3B5xWCu9nvz8fEs7Ns0TuzQwT3/K55iSKDEIi/E0nO97xwIDAQAB" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "DNd+uaVNO1EL2UnPQPKV4vb8L7Raa/kQy4vZM/hINGKItf80gXEU92oqDkX0iQjdWVeW1qvhQIneMk0X1opywCbxtOFfqgoWCCApVokDmjuHB9pH+iSMubN4xflRdPg2K6Vypi6WR5l4dU3VvCRRT9BICyzUXNqyca5KDAqtU2gpQOT6qMnQrKpLDev88NeCWI/F/2M9WiNeuLbZvr72bOmEmSgMANu6wZE81vyJjM45lxevTOTviZC74BZdP3RMyaBb7nRlU4Ek8Wazux8Oc4PHzMp0RV/neTirBfA+NLlx0XfWXj+q/jvepqIiSnQdm/jkf4PpZ/N3GLYp4JWyrA==" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://sense-nets.xyz/ Sensenets .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#sig sig http://purl.org/nanopub/x/singedBy singedBy https://sense-nets.xyz/ Sensenets .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAKmi8CK-U...#sig sig http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith https://w3id.org/np/RAoSadUw99...T86OrTzk16VtssigningDelegation RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16VtssigningDelegation .

https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? http://xmlns.com/foaf/0.1/account account https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... this nanopublication http://purl.org/dc/terms/creator creator https://w3id.org/np/RAoSadUw99... Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... this nanopublication http://purl.org/dc/terms/license license https://creativecommons.org/licenses/by/4.0/ 4.0 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... this nanopublication http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAKmi8CK-U... this nanopublication https://sense-nets.xyz/hasRootSigner hasRootSigner (this is a literal) "0xf6ECcfD463afB464dcC85b051DF2E93E2646E6D2" .

Sensenets, 12 Sep 2024, 18:58:02 UTC

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