https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

http://purl.org/dc/terms/creator creator

https://w3id.org/np/RAoSadUw99... RAoSadUw99

Sensenets

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo

https://w3id.org/np/RAoSadUw99... RAoSadUw99

Sensenets

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo

https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496

Sensenets

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

http://purl.org/spar/cito/reviews reviews

https://arxiv.org/abs/2406.12208 2406.12208

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

http://www.w3.org/2000/01/rdf-schema#comment comment

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

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

TIES

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

evolver

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

genetic_algorithms

Sensenets

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

knowledge_fusion

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://schema.org/keywords keywords

model_merging

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://sense-nets.xyz/endorses endorses

https://x.com/LChoshen/status/1729488495515713672 status/1729488495515713672

Sensenets

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasGeneratedBy wasGeneratedBy

https://w3id.org/np/RAKmi8CK-U...#activity activity

Sensenets

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

http://purl.org/spar/cito/discusses discusses

https://x.com/LChoshen/status/1729488495515713672 status/1729488495515713672

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

http://purl.org/spar/cito/discusses discusses

https://x.com/prateeky2806/status/1665759148380758022 status/1665759148380758022

Sensenets

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith

https://x.com/LChoshen LChoshen

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance

http://www.w3.org/ns/prov#linksTo linksTo

https://x.com/LChoshen/status/1803410440535326786 status/1803410440535326786

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https://w3id.org/np/RAKmi8CK-U... RAKmi8CK-U

links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion

https://sense-nets.xyz/summarizes summarizes

https://arxiv.org/abs/2406.12208 2406.12208

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