Matches in SemOpenAlex for { <https://semopenalex.org/work/W3043524450> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W3043524450 endingPage "128818" @default.
- W3043524450 startingPage "128809" @default.
- W3043524450 abstract "Novelty search, which was inspired by the nature that evolves creatures with diversity, has shown great potential in solving reinforcement learning (RL) tasks with sparse and deceptive rewards. However, most of the existing novelty search methods evolve the populations through hybrization and mutation, which is inefficient in diverging populations. In this paper, we propose a method which incorporates deep RL with novelty search to improve the efficiency of diverging the populations for novelty search. We first propose a strategy that improves the novelty of individuals generated by genetic algorithm using reinforcement learning. Based on this strategy, we propose a framework that incorporates deep RL with novelty search, and then derive an algorithm to improve the search efficiency of the novelty search for continuous control tasks. Our experimental results show that our method can improve the search efficiency of novelty search and can also provide a competitive performance compared to some of the existing novelty search methods. The implementation of our method is available at: https://github.com/shilx001/NoveltySearch_Improvement." @default.
- W3043524450 created "2020-07-23" @default.
- W3043524450 creator A5005694880 @default.
- W3043524450 creator A5019943934 @default.
- W3043524450 creator A5077790890 @default.
- W3043524450 creator A5084291326 @default.
- W3043524450 creator A5085669660 @default.
- W3043524450 date "2020-01-01" @default.
- W3043524450 modified "2023-10-18" @default.
- W3043524450 title "Efficient Novelty Search Through Deep Reinforcement Learning" @default.
- W3043524450 cites W1738827650 @default.
- W3043524450 cites W2017958751 @default.
- W3043524450 cites W2034806191 @default.
- W3043524450 cites W2056153403 @default.
- W3043524450 cites W2079246448 @default.
- W3043524450 cites W2099746672 @default.
- W3043524450 cites W2103844206 @default.
- W3043524450 cites W2111935653 @default.
- W3043524450 cites W2120264920 @default.
- W3043524450 cites W2126105956 @default.
- W3043524450 cites W2145339207 @default.
- W3043524450 cites W2151083897 @default.
- W3043524450 cites W2158782408 @default.
- W3043524450 cites W2462548332 @default.
- W3043524450 cites W2962687375 @default.
- W3043524450 doi "https://doi.org/10.1109/access.2020.3008735" @default.
- W3043524450 hasPublicationYear "2020" @default.
- W3043524450 type Work @default.
- W3043524450 sameAs 3043524450 @default.
- W3043524450 citedByCount "12" @default.
- W3043524450 countsByYear W30435244502021 @default.
- W3043524450 countsByYear W30435244502022 @default.
- W3043524450 countsByYear W30435244502023 @default.
- W3043524450 crossrefType "journal-article" @default.
- W3043524450 hasAuthorship W3043524450A5005694880 @default.
- W3043524450 hasAuthorship W3043524450A5019943934 @default.
- W3043524450 hasAuthorship W3043524450A5077790890 @default.
- W3043524450 hasAuthorship W3043524450A5084291326 @default.
- W3043524450 hasAuthorship W3043524450A5085669660 @default.
- W3043524450 hasBestOaLocation W30435244501 @default.
- W3043524450 hasConcept C11413529 @default.
- W3043524450 hasConcept C119857082 @default.
- W3043524450 hasConcept C125583679 @default.
- W3043524450 hasConcept C138885662 @default.
- W3043524450 hasConcept C154945302 @default.
- W3043524450 hasConcept C27206212 @default.
- W3043524450 hasConcept C2778738651 @default.
- W3043524450 hasConcept C2778924833 @default.
- W3043524450 hasConcept C41008148 @default.
- W3043524450 hasConcept C97541855 @default.
- W3043524450 hasConceptScore W3043524450C11413529 @default.
- W3043524450 hasConceptScore W3043524450C119857082 @default.
- W3043524450 hasConceptScore W3043524450C125583679 @default.
- W3043524450 hasConceptScore W3043524450C138885662 @default.
- W3043524450 hasConceptScore W3043524450C154945302 @default.
- W3043524450 hasConceptScore W3043524450C27206212 @default.
- W3043524450 hasConceptScore W3043524450C2778738651 @default.
- W3043524450 hasConceptScore W3043524450C2778924833 @default.
- W3043524450 hasConceptScore W3043524450C41008148 @default.
- W3043524450 hasConceptScore W3043524450C97541855 @default.
- W3043524450 hasLocation W30435244501 @default.
- W3043524450 hasLocation W30435244502 @default.
- W3043524450 hasOpenAccess W3043524450 @default.
- W3043524450 hasPrimaryLocation W30435244501 @default.
- W3043524450 hasRelatedWork W1532481220 @default.
- W3043524450 hasRelatedWork W1939982668 @default.
- W3043524450 hasRelatedWork W2064636555 @default.
- W3043524450 hasRelatedWork W2076090200 @default.
- W3043524450 hasRelatedWork W2081173909 @default.
- W3043524450 hasRelatedWork W2585503716 @default.
- W3043524450 hasRelatedWork W2604316291 @default.
- W3043524450 hasRelatedWork W3025682415 @default.
- W3043524450 hasRelatedWork W4312933423 @default.
- W3043524450 hasRelatedWork W4382317424 @default.
- W3043524450 hasVolume "8" @default.
- W3043524450 isParatext "false" @default.
- W3043524450 isRetracted "false" @default.
- W3043524450 magId "3043524450" @default.
- W3043524450 workType "article" @default.