FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1621787170> ?p ?o ?g. }

• W1621787170 abstract "As living organisms, one of our primary characteristics is the ability to rapidly process and react to unknown and unexpected events. To this end, we are able to recognize an event or a sequence of events and learn to respond properly. Despite advances in machine learning, current cognitive robotic systems are not able to rapidly and efficiently respond in the real world: the challenge is to learn to recognize both what is important, and also when to act. Reinforcement Learning (RL) is typically used to solve complex tasks: to learn the how. To respond quickly - to learn when - the environment has to be sampled often enough. For “enough”, a programmer has to decide on the step-size as a time-representation, choosing between a fine-grained representation of time (many state-transitions; difficult to learn with RL) or to a coarse temporal resolution (easier to learn with RL but lacking precise timing). Here, we derive a continuous-time version of on-policy SARSA-learning in a working-memory neural network model, AuGMEnT. Using a neural working memory network resolves the what problem, our when solution is built on the notion that in the real world, instantaneous actions of duration dt are actually impossible. We demonstrate how we can decouple action duration from the internal time-steps in the neural RL model using an action selection system. The resultant CT-AuGMEnT successfully learns to react to the events of a continuous-time task, without any pre-imposed specifications about the duration of the events or the delays between them." @default.
• W1621787170 created "2016-06-24" @default.
• W1621787170 creator A5005914878 @default.
• W1621787170 creator A5038087404 @default.
• W1621787170 creator A5071457735 @default.
• W1621787170 date "2015-07-01" @default.
• W1621787170 modified "2023-09-25" @default.
• W1621787170 title "Continuous-time on-policy neural Reinforcement Learning of working memory tasks" @default.
• W1621787170 cites W1536673555 @default.
• W1621787170 cites W1978947708 @default.
• W1621787170 cites W1994016657 @default.
• W1621787170 cites W2011882079 @default.
• W1621787170 cites W2020539709 @default.
• W1621787170 cites W2020925019 @default.
• W1621787170 cites W2031658574 @default.
• W1621787170 cites W2037697248 @default.
• W1621787170 cites W2038605385 @default.
• W1621787170 cites W2053694398 @default.
• W1621787170 cites W2064675550 @default.
• W1621787170 cites W2096533821 @default.
• W1621787170 cites W2106505783 @default.
• W1621787170 cites W2113501460 @default.
• W1621787170 cites W2120632836 @default.
• W1621787170 cites W2139283936 @default.
• W1621787170 cites W2145339207 @default.
• W1621787170 cites W2153947321 @default.
• W1621787170 cites W2165061373 @default.
• W1621787170 cites W2295984314 @default.
• W1621787170 cites W2912185451 @default.
• W1621787170 cites W3139377883 @default.
• W1621787170 doi "https://doi.org/10.1109/ijcnn.2015.7280636" @default.
• W1621787170 hasPublicationYear "2015" @default.
• W1621787170 type Work @default.
• W1621787170 sameAs 1621787170 @default.
• W1621787170 citedByCount "6" @default.
• W1621787170 countsByYear W16217871702018 @default.
• W1621787170 countsByYear W16217871702019 @default.
• W1621787170 crossrefType "proceedings-article" @default.
• W1621787170 hasAuthorship W1621787170A5005914878 @default.
• W1621787170 hasAuthorship W1621787170A5038087404 @default.
• W1621787170 hasAuthorship W1621787170A5071457735 @default.
• W1621787170 hasBestOaLocation W16217871702 @default.
• W1621787170 hasConcept C111919701 @default.
• W1621787170 hasConcept C112758219 @default.
• W1621787170 hasConcept C119857082 @default.
• W1621787170 hasConcept C121332964 @default.
• W1621787170 hasConcept C124952713 @default.
• W1621787170 hasConcept C142362112 @default.
• W1621787170 hasConcept C147168706 @default.
• W1621787170 hasConcept C154945302 @default.
• W1621787170 hasConcept C162324750 @default.
• W1621787170 hasConcept C166109690 @default.
• W1621787170 hasConcept C169760540 @default.
• W1621787170 hasConcept C169900460 @default.
• W1621787170 hasConcept C17744445 @default.
• W1621787170 hasConcept C187736073 @default.
• W1621787170 hasConcept C199360897 @default.
• W1621787170 hasConcept C199539241 @default.
• W1621787170 hasConcept C21963081 @default.
• W1621787170 hasConcept C26760741 @default.
• W1621787170 hasConcept C2776359362 @default.
• W1621787170 hasConcept C2778112365 @default.
• W1621787170 hasConcept C2778514511 @default.
• W1621787170 hasConcept C2779662365 @default.
• W1621787170 hasConcept C2780451532 @default.
• W1621787170 hasConcept C2780791683 @default.
• W1621787170 hasConcept C40506919 @default.
• W1621787170 hasConcept C41008148 @default.
• W1621787170 hasConcept C50644808 @default.
• W1621787170 hasConcept C54355233 @default.
• W1621787170 hasConcept C62520636 @default.
• W1621787170 hasConcept C86803240 @default.
• W1621787170 hasConcept C94625758 @default.
• W1621787170 hasConcept C97541855 @default.
• W1621787170 hasConcept C98045186 @default.
• W1621787170 hasConceptScore W1621787170C111919701 @default.
• W1621787170 hasConceptScore W1621787170C112758219 @default.
• W1621787170 hasConceptScore W1621787170C119857082 @default.
• W1621787170 hasConceptScore W1621787170C121332964 @default.
• W1621787170 hasConceptScore W1621787170C124952713 @default.
• W1621787170 hasConceptScore W1621787170C142362112 @default.
• W1621787170 hasConceptScore W1621787170C147168706 @default.
• W1621787170 hasConceptScore W1621787170C154945302 @default.
• W1621787170 hasConceptScore W1621787170C162324750 @default.
• W1621787170 hasConceptScore W1621787170C166109690 @default.
• W1621787170 hasConceptScore W1621787170C169760540 @default.
• W1621787170 hasConceptScore W1621787170C169900460 @default.
• W1621787170 hasConceptScore W1621787170C17744445 @default.
• W1621787170 hasConceptScore W1621787170C187736073 @default.
• W1621787170 hasConceptScore W1621787170C199360897 @default.
• W1621787170 hasConceptScore W1621787170C199539241 @default.
• W1621787170 hasConceptScore W1621787170C21963081 @default.
• W1621787170 hasConceptScore W1621787170C26760741 @default.
• W1621787170 hasConceptScore W1621787170C2776359362 @default.
• W1621787170 hasConceptScore W1621787170C2778112365 @default.
• W1621787170 hasConceptScore W1621787170C2778514511 @default.
• W1621787170 hasConceptScore W1621787170C2779662365 @default.
• W1621787170 hasConceptScore W1621787170C2780451532 @default.
• W1621787170 hasConceptScore W1621787170C2780791683 @default.
• W1621787170 hasConceptScore W1621787170C40506919 @default.

• next