Nanopublication

Class: SAC-TD3 Hybrid DataScience Class Draft

https://w3id.org/kpxl/ios/ds/terms/SAC-TD3_Hybrid SAC-TD3_Hybrid asserts that the thing on the left belongs to the class on the right http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a a class represents a set of concrete or abstract things http://www.w3.org/2002/07/owl#Class class .

https://w3id.org/kpxl/ios/ds/terms/SAC-TD3_Hybrid SAC-TD3_Hybrid connects a formal identifier (left) to an informal human-readable name (right) http://www.w3.org/2000/01/rdf-schema#label is called (this is a literal) "SAC-TD3 Hybrid" .

https://w3id.org/kpxl/ios/ds/terms/SAC-TD3_Hybrid SAC-TD3_Hybrid connects an identifier (left) to a human-readable definition (right) http://www.w3.org/2004/02/skos/core#definition is defined as follows: (this is a literal) "SAC-TD3 is an algorithm incorporating elements both from the SAC and TD3 algorithms for reinforcement learning. It incorporates the idea of entropy regularization from SAC while borrowing target policy smoothening, delayed policy updates from the TD3 algorithm. It has been used to estimate the reaction barrier given a potential energy surface. Stable states in complex systems correspond to local minima on the associated potential energy surface, transitions between which govern the dynamics of the system. Precisely determining the transition pathways in complex and high-dimensional systems is challenging because these transitions are rare events, and the system remains near a local minimum for most of the time. The probability of such transitions decreases exponentially with the height of the energy barrier, making the system's dynamics highly sensitive to the calculated energy barriers. This problem has is formulated as a cost-minimization problem and solved using the aforementioned reinforcement learning algorithm. The exploratory nature of the algorithm enables efficient sampling and better estimation of the minimum energy barrier for transitions." .

https://w3id.org/kpxl/ios/ds/terms/SAC-TD3_Hybrid SAC-TD3_Hybrid states that all instances of the class to the left are also instances of the class to the right http://www.w3.org/2000/01/rdf-schema#subClassOf is a subclass of http://www.wikidata.org/entity/Q8366 algorithm .

https://w3id.org/kpxl/ios/ds/terms/SAC-TD3_Hybrid SAC-TD3_Hybrid connects two classes that are somehow related http://www.w3.org/2004/02/skos/core#relatedMatch is related to http://www.wikidata.org/entity/Q65079156 deep reinforcement learning .

https://w3id.org/kpxl/ios/ds/terms/SAC-TD3_Hybrid SAC-TD3_Hybrid http://www.w3.org/2002/07/owl#sameAs is exactly the same as https://w3id.org/np/RAgOeYsOZ9...#SAC-TD3Hybrid SAC-TD3Hybrid .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#assertion The assertion above http://www.w3.org/ns/prov#wasGeneratedBy was generated by This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#research-activity a research activity .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#research-activity The research activity http://purl.org/dc/terms/description is described in https://doi.org/10.3233/DS-240063 doi:10.3233/DS-240063 .

https://doi.org/10.3233/DS-240063 doi:10.3233/DS-240063 http://www.w3.org/1999/02/22-rdf-syntax-ns#type is an http://purl.org/spar/fabio/ScholarlyWork academic paper .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://purl.org/ontology/bibo/authorList has This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#author-list this author list .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#author-list This author list This relation links a sequence/list to its element at position 1. http://www.w3.org/1999/02/22-rdf-syntax-ns#_1 has at position 1 https://orcid.org/0009-0005-0705-7768 Adittya Pal .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-1267-0234 me (Tobias Kuhn) .

https://orcid.org/0000-0002-1267-0234 Tobias Kuhn http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Tobias Kuhn" .

https://orcid.org/0009-0005-0705-7768 Adittya Pal http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Adittya Pal" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/ Attribution 4.0 International (CC BY 4.0) .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://purl.org/dc/terms/isPartOf is a part of https://doi.org/10.3233/DS-240063 doi:10.3233/DS-240063 .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://www.w3.org/ns/prov#wasDerivedFrom was derived from https://w3id.org/np/RAgOeYsOZ9... RAgOeYsOZ9 .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a a nanopublication that is not yet in a complete or stable state http://purl.org/nanopub/x/DraftNanopub draft nanopublication .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type https://w3id.org/kpxl/ios/ds/terms/DataScienceNanopub DataScienceNanopub .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "Class: SAC-TD3 Hybrid" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2024-10-04T09:20:40.120Z" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RAxfD9wQMH... RAxfD9wQMH .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template http://purl.org/np/RAl_-VTw9R... RAl_-VTw9R .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template http://purl.org/np/RAA2MfqdBC... RAA2MfqdBC .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces https://w3id.org/kpxl/ios/ds/terms/SAC-TD3_Hybrid SAC-TD3_Hybrid .

http://www.wikidata.org/entity/Q65079156 deep reinforcement learning https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal) "deep reinforcement learning - techniques combining deep learning and reinforcement learning principles to create efficient machine learning algorithms" .

http://www.wikidata.org/entity/Q830687 reinforcement learning https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal) "reinforcement learning - field of machine learning" .

http://www.wikidata.org/entity/Q8366 algorithm https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal) "algorithm - sequence of instructions to perform a task" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#sig sig http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#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/kpxl/ios/ds/np/RAZmAIr2d5...#sig sig http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal) "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQD4Wj537OijfOWVtsHMznuXKISqBhtGDQZfdO6pbb4hg9EHMcUFGTLbWaPrP783PHv8HMAAPjvEkHLaOHMIknqhaIa5236lfBO3r+ljVdYBElBcLvROmwG+ZGtmPNZf7lMhI15xf5TfoaSa84AFRd5J2EXekK6PhaFQhRm1IpSYtwIDAQAB" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "qBWfuuQ/Z0nFwT/HNBEBhZ5sVgqJOwYnmn0+NRE1PU9+aUMbS2qwWOLTHN+Zt09qythSHJsEUxc1pefwaLY7vIvs02SDI/pTXwu+vcEvx6GFFyLOLJieFN6K3aIlWIi2zEpgRzc3yKt9v6uJzbDZKMagBvyLL1W9489r8802sb0=" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5...#sig sig http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-1267-0234 Tobias Kuhn .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAZmAIr2d5... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/ nanodash.knowledgepixels.com .

Adittya Pal (author), Tobias Kuhn (creator), 4 Oct 2024, 09:20:40 UTC

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