Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384644613> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4384644613 abstract "Biological nervous systems are created in a fundamentally different way than current artificial neural networks. Despite its impressive results in a variety of different domains, deep learning often requires considerable engineering effort to design high-performing neural architectures. By contrast, biological nervous systems are grown through a dynamic self-organizing process. In this paper, we take initial steps toward neural networks that grow through a developmental process that mirrors key properties of embryonic development in biological organisms. The growth process is guided by another neural network, which we call a Neural Developmental Program (NDP) and which operates through local communication alone. We investigate the role of neural growth on different machine learning benchmarks and different optimization methods (evolutionary training, online RL, offline RL, and supervised learning). Additionally, we highlight future research directions and opportunities enabled by having self-organization driving the growth of neural networks." @default.
- W4384644613 created "2023-07-19" @default.
- W4384644613 creator A5020511097 @default.
- W4384644613 creator A5030303571 @default.
- W4384644613 creator A5032099222 @default.
- W4384644613 date "2023-07-16" @default.
- W4384644613 modified "2023-10-18" @default.
- W4384644613 title "Towards Self-Assembling Artificial Neural Networks through Neural Developmental Programs" @default.
- W4384644613 doi "https://doi.org/10.48550/arxiv.2307.08197" @default.
- W4384644613 hasPublicationYear "2023" @default.
- W4384644613 type Work @default.
- W4384644613 citedByCount "0" @default.
- W4384644613 crossrefType "posted-content" @default.
- W4384644613 hasAuthorship W4384644613A5020511097 @default.
- W4384644613 hasAuthorship W4384644613A5030303571 @default.
- W4384644613 hasAuthorship W4384644613A5032099222 @default.
- W4384644613 hasBestOaLocation W43846446131 @default.
- W4384644613 hasConcept C108583219 @default.
- W4384644613 hasConcept C111919701 @default.
- W4384644613 hasConcept C119857082 @default.
- W4384644613 hasConcept C147168706 @default.
- W4384644613 hasConcept C154945302 @default.
- W4384644613 hasConcept C173079777 @default.
- W4384644613 hasConcept C175202392 @default.
- W4384644613 hasConcept C177973122 @default.
- W4384644613 hasConcept C26517878 @default.
- W4384644613 hasConcept C33766855 @default.
- W4384644613 hasConcept C38652104 @default.
- W4384644613 hasConcept C41008148 @default.
- W4384644613 hasConcept C41445625 @default.
- W4384644613 hasConcept C50644808 @default.
- W4384644613 hasConcept C98045186 @default.
- W4384644613 hasConceptScore W4384644613C108583219 @default.
- W4384644613 hasConceptScore W4384644613C111919701 @default.
- W4384644613 hasConceptScore W4384644613C119857082 @default.
- W4384644613 hasConceptScore W4384644613C147168706 @default.
- W4384644613 hasConceptScore W4384644613C154945302 @default.
- W4384644613 hasConceptScore W4384644613C173079777 @default.
- W4384644613 hasConceptScore W4384644613C175202392 @default.
- W4384644613 hasConceptScore W4384644613C177973122 @default.
- W4384644613 hasConceptScore W4384644613C26517878 @default.
- W4384644613 hasConceptScore W4384644613C33766855 @default.
- W4384644613 hasConceptScore W4384644613C38652104 @default.
- W4384644613 hasConceptScore W4384644613C41008148 @default.
- W4384644613 hasConceptScore W4384644613C41445625 @default.
- W4384644613 hasConceptScore W4384644613C50644808 @default.
- W4384644613 hasConceptScore W4384644613C98045186 @default.
- W4384644613 hasLocation W43846446131 @default.
- W4384644613 hasOpenAccess W4384644613 @default.
- W4384644613 hasPrimaryLocation W43846446131 @default.
- W4384644613 hasRelatedWork W1584270863 @default.
- W4384644613 hasRelatedWork W1595652908 @default.
- W4384644613 hasRelatedWork W2104698839 @default.
- W4384644613 hasRelatedWork W2735337787 @default.
- W4384644613 hasRelatedWork W2950022897 @default.
- W4384644613 hasRelatedWork W3177279640 @default.
- W4384644613 hasRelatedWork W4376280367 @default.
- W4384644613 hasRelatedWork W1629725936 @default.
- W4384644613 hasRelatedWork W1988248940 @default.
- W4384644613 hasRelatedWork W2547836621 @default.
- W4384644613 isParatext "false" @default.
- W4384644613 isRetracted "false" @default.
- W4384644613 workType "article" @default.