FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3100846215> ?p ?o ?g. }

• W3100846215 abstract "Hebbian meta-learning has recently shown promise to solve hard reinforcement learning problems, allowing agents to adapt to some degree to changes in the environment. However, because each synapse in these approaches can learn a very specific learning rule, the ability to generalize to very different situations is likely reduced. We hypothesize that limiting the number of Hebbian learning rules through a genomic bottleneck can act as a regularizer leading to better generalization across changes to the environment. We test this hypothesis by decoupling the number of Hebbian learning rules from the number of synapses and systematically varying the number of Hebbian learning rules. The results in this paper suggest that simultaneously learning the Hebbian learning rules and their assignment to synapses is a difficult optimization problem, leading to poor performance in the environments tested. However, parallel research to ours finds that it is indeed possible to reduce the number of learning rules by clustering similar rules together. How to best implement a genomic bottleneck algorithm is thus an important research direction that warrants further investigation." @default.
• W3100846215 created "2020-11-23" @default.
• W3100846215 creator A5020511097 @default.
• W3100846215 creator A5032099222 @default.
• W3100846215 creator A5071223383 @default.
• W3100846215 date "2020-11-13" @default.
• W3100846215 modified "2023-09-27" @default.
• W3100846215 title "Testing the Genomic Bottleneck Hypothesis in Hebbian Meta-Learning" @default.
• W3100846215 cites W1522301498 @default.
• W3100846215 cites W1525859397 @default.
• W3100846215 cites W2049633694 @default.
• W3100846215 cites W2059148040 @default.
• W3100846215 cites W2064675550 @default.
• W3100846215 cites W2078681574 @default.
• W3100846215 cites W2089217417 @default.
• W3100846215 cites W2104333095 @default.
• W3100846215 cites W2107433900 @default.
• W3100846215 cites W2120536063 @default.
• W3100846215 cites W2143205742 @default.
• W3100846215 cites W2257979135 @default.
• W3100846215 cites W2472819217 @default.
• W3100846215 cites W2550182557 @default.
• W3100846215 cites W2578206533 @default.
• W3100846215 cites W2596367596 @default.
• W3100846215 cites W2601450892 @default.
• W3100846215 cites W2604763608 @default.
• W3100846215 cites W2605353576 @default.
• W3100846215 cites W2742093937 @default.
• W3100846215 cites W2794363191 @default.
• W3100846215 cites W2795900505 @default.
• W3100846215 cites W2805003733 @default.
• W3100846215 cites W2883582441 @default.
• W3100846215 cites W2891790128 @default.
• W3100846215 cites W2904302621 @default.
• W3100846215 cites W2951881474 @default.
• W3100846215 cites W2951993850 @default.
• W3100846215 cites W2963168530 @default.
• W3100846215 cites W2963775850 @default.
• W3100846215 cites W2969343193 @default.
• W3100846215 cites W2978843034 @default.
• W3100846215 cites W2982316857 @default.
• W3100846215 cites W2996037775 @default.
• W3100846215 cites W3091905774 @default.
• W3100846215 cites W3153241237 @default.
• W3100846215 hasPublicationYear "2020" @default.
• W3100846215 type Work @default.
• W3100846215 sameAs 3100846215 @default.
• W3100846215 citedByCount "0" @default.
• W3100846215 crossrefType "posted-content" @default.
• W3100846215 hasAuthorship W3100846215A5020511097 @default.
• W3100846215 hasAuthorship W3100846215A5032099222 @default.
• W3100846215 hasAuthorship W3100846215A5071223383 @default.
• W3100846215 hasConcept C111437709 @default.
• W3100846215 hasConcept C117765406 @default.
• W3100846215 hasConcept C119857082 @default.
• W3100846215 hasConcept C120822770 @default.
• W3100846215 hasConcept C134306372 @default.
• W3100846215 hasConcept C149635348 @default.
• W3100846215 hasConcept C154945302 @default.
• W3100846215 hasConcept C17061570 @default.
• W3100846215 hasConcept C177148314 @default.
• W3100846215 hasConcept C2779127903 @default.
• W3100846215 hasConcept C2780513914 @default.
• W3100846215 hasConcept C33923547 @default.
• W3100846215 hasConcept C41008148 @default.
• W3100846215 hasConcept C50644808 @default.
• W3100846215 hasConcept C73555534 @default.
• W3100846215 hasConcept C8038995 @default.
• W3100846215 hasConcept C97108695 @default.
• W3100846215 hasConceptScore W3100846215C111437709 @default.
• W3100846215 hasConceptScore W3100846215C117765406 @default.
• W3100846215 hasConceptScore W3100846215C119857082 @default.
• W3100846215 hasConceptScore W3100846215C120822770 @default.
• W3100846215 hasConceptScore W3100846215C134306372 @default.
• W3100846215 hasConceptScore W3100846215C149635348 @default.
• W3100846215 hasConceptScore W3100846215C154945302 @default.
• W3100846215 hasConceptScore W3100846215C17061570 @default.
• W3100846215 hasConceptScore W3100846215C177148314 @default.
• W3100846215 hasConceptScore W3100846215C2779127903 @default.
• W3100846215 hasConceptScore W3100846215C2780513914 @default.
• W3100846215 hasConceptScore W3100846215C33923547 @default.
• W3100846215 hasConceptScore W3100846215C41008148 @default.
• W3100846215 hasConceptScore W3100846215C50644808 @default.
• W3100846215 hasConceptScore W3100846215C73555534 @default.
• W3100846215 hasConceptScore W3100846215C8038995 @default.
• W3100846215 hasConceptScore W3100846215C97108695 @default.
• W3100846215 hasLocation W31008462151 @default.
• W3100846215 hasOpenAccess W3100846215 @default.
• W3100846215 hasPrimaryLocation W31008462151 @default.
• W3100846215 hasRelatedWork W2038228418 @default.
• W3100846215 hasRelatedWork W2045908891 @default.
• W3100846215 hasRelatedWork W2156938623 @default.
• W3100846215 hasRelatedWork W2511552657 @default.
• W3100846215 hasRelatedWork W2620195303 @default.
• W3100846215 hasRelatedWork W2761476586 @default.
• W3100846215 hasRelatedWork W2898807633 @default.
• W3100846215 hasRelatedWork W2904981065 @default.
• W3100846215 hasRelatedWork W3026687585 @default.
• W3100846215 hasRelatedWork W3102618132 @default.
• W3100846215 hasRelatedWork W3132798516 @default.

• next