RAKmi8CK-U
Full identifier: https://w3id.org/np/RAKmi8CK-UdWMP9L6Q9YymxVSFsIlM1cP-6WDc4T4ocN0
Assigned to 1 class:
Status
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Nanopublication
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://schema.org/keywords
keywords
(this is a literal)
"knowledge\_fusion"
.
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)
"model\_merging"
.
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
.
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
.
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
.
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"
.
References
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