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Full identifier: https://w3id.org/np/RAszCcnWVTYomkTM0J8K9p0PSp-gwfAIP8oDv_sfGKsdQ#sig

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Minted in Nanopublication

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

https://github.com/zipnn/zipnn zipnn https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "computerProgram" .

https://www.alphaxiv.org/abs/2408.13656 2408.13656 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "webpage" .

https://www.alphaxiv.org/pdf/2310.01886 2310.01886 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "webpage" .

https://www.alphaxiv.org/pdf/2405.07813 2405.07813 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "webpage" .

https://www.arxiv.org/abs/2407.00066 2407.00066 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "webpage" .

https://x.com/RickardGabriels/status/1810368375455207470 status/1810368375455207470 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "forumPost" .

https://x.com/prateeky2806/status/1727589818618523783 status/1727589818618523783 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "forumPost" .

https://x.com/pratyusha_PS/status/1739025292805468212 status/1739025292805468212 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/RAszCcnWVT...#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/RAszCcnWVT...#assertion this assertion http://purl.org/spar/cito/agreesWith agreesWith https://x.com/RickardGabriels/status/1810368375455207470 status/1810368375455207470 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion http://purl.org/spar/cito/agreesWith agreesWith https://x.com/pratyusha_PS/status/1739025292805468212 status/1739025292805468212 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion http://purl.org/spar/cito/discusses discusses https://www.alphaxiv.org/abs/2408.13656 2408.13656 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion http://purl.org/spar/cito/includesQuotationFrom includesQuotationFrom https://x.com/RickardGabriels/status/1810368375455207470 status/1810368375455207470 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion http://purl.org/spar/cito/includesQuotationFrom includesQuotationFrom https://x.com/pratyusha_PS/status/1739025292805468212 status/1739025292805468212 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion http://www.w3.org/2000/01/rdf-schema#comment comment (this is a literal) " You only learn a few parameters, with your parameter "efficient" finetuning. The rest is💩 A whole line of works🧵 shows that by throwing redundancy we can get better LoRas, keep less memory and of course model merge https://twitter.com/LChoshen/status/1833879920348422216/photo/1 ComPeft shows you can improve LoRAs by pruning aggressively and making the remaining weights binary (+/-) It also means parameter efficiency still relies on overparametrization(but only during training) https://x.com/prateeky2806/status/1727589818618523783 Laser shows it on full models https://x.com/pratyusha_PS/status/1739025292805468212 https://twitter.com/LChoshen/status/1833879922500080084/photo/1 In merging, many find that with only those few weights one can make a "multitask" model, keeping the important ones for each model and switching. those e.g. 1% of the weights also represent tasks well Many.. https://www.alphaxiv.org/abs/2408.13656 https://www.alphaxiv.org/pdf/2405.07813 https://www.alphaxiv.org/pdf/2310.01886 Those works are focused on efficient multitask learning that compresses the models, can keep many models and switch between them as necessary. Another option to compress is to SVD the LORA, separately or to a shared space, saving the tiny differences https://x.com/RickardGabriels/status/1810368375455207470 And just because we discussed compression, of course this is all just "model compression" if you want to compress to just save space, there are smarter ways: https://github.com/zipnn/zipnn " .

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

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion https://schema.org/keywords keywords (this is a literal) "low-rank-adapters" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion https://sense-nets.xyz/endorses endorses https://www.arxiv.org/abs/2407.00066 2407.00066 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion https://sense-nets.xyz/recommends recommends https://github.com/zipnn/zipnn zipnn .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion this assertion https://sense-nets.xyz/summarizes summarizes https://www.arxiv.org/abs/2407.00066 2407.00066 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#assertion The assertion above http://www.w3.org/ns/prov#linksTo linksTo https://x.com/LChoshen/status/1833879920348422216 status/1833879920348422216 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAszCcnWVT...#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/RAszCcnWVT...#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/RAszCcnWVT...#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/RAszCcnWVT...#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/RAszCcnWVT...#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? .

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 .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAszCcnWVT...#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/RAszCcnWVT...#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/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/RAszCcnWVT... 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/RAszCcnWVT... 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/RAszCcnWVT... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2024-09-11T18:07:24.837Z" .

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

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAszCcnWVT...#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/RAszCcnWVT...#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/RAszCcnWVT...#sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "lUGuTihITpSBPC1WF/Na8tXgPw2UeCdCKt1Z7VLl0Aq1DKhqi52cROTJZ0PhS/unqNjVpM+W8BiMHbwSNH5zDsT04upJOTVdHC2ghxFXO2jZ2YeFoZe8ZrOUkVrsO4fDytVI8AptUiDDOn3tWN13J70E+2utIO7SBjG/pitQ62t7Nj1N1qZVHehz7McKlIfP3IB6arWD9WOHIU4lYlpyYFsYE7dlHBvjdW8gr4xwPSChdB356QdPXYphIwjVZBlMujhZhStKs5oVdlfKnfqvYxf8Dfsdh+paShLwmBR3hfJ4NN8ADDkW/VDbOvDzYgqLb2decJxM2PStBT84SH0yRg==" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAszCcnWVT... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at 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 .

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

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

Sensenets, 11 Sep 2024, 18:07:24 UTC

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