FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2116386744> ?p ?o ?g. }

• W2116386744 abstract "Most of computer science focuses on automatically solving given computational problems. I focus on automatically inventing or discovering problems in a way inspired by the playful behavior of animals and humans, to train a more and more general problem solver from scratch in an unsupervised fashion. Consider the infinite set of all computable descriptions of tasks with possibly computable solutions. Given a general problem-solving architecture, at any given time, the novel algorithmic framework PowerPlay (Schmidhuber, 2011) searches the space of possible pairs of new tasks and modifications of the current problem solver, until it finds a more powerful problem solver that provably solves all previously learned tasks plus the new one, while the unmodified predecessor does not. Newly invented tasks may require to achieve a wow-effect by making previously learned skills more efficient such that they require less time and space. New skills may (partially) re-use previously learned skills. The greedy search of typical PowerPlay variants uses time-optimal program search to order candidate pairs of tasks and solver modifications by their conditional computational (time and space) complexity, given the stored experience so far. The new task and its corresponding task-solving skill are those first found and validated. This biases the search toward pairs that can be described compactly and validated quickly. The computational costs of validating new tasks need not grow with task repertoire size. Standard problem solver architectures of personal computers or neural networks tend to generalize by solving numerous tasks outside the self-invented training set; PowerPlay's ongoing search for novelty keeps breaking the generalization abilities of its present solver. This is related to Gödel's sequence of increasingly powerful formal theories based on adding formerly unprovable statements to the axioms without affecting previously provable theorems. The continually increasing repertoire of problem-solving procedures can be exploited by a parallel search for solutions to additional externally posed tasks. PowerPlay may be viewed as a greedy but practical implementation of basic principles of creativity (Schmidhuber, 2006a, 2010). A first experimental analysis can be found in separate papers (Srivastava et al., 2012a,b, 2013)." @default.
• W2116386744 created "2016-06-24" @default.
• W2116386744 creator A5071172037 @default.
• W2116386744 date "2013-01-01" @default.
• W2116386744 modified "2023-10-06" @default.
• W2116386744 title "PowerPlay: Training an Increasingly General Problem Solver by Continually Searching for the Simplest Still Unsolvable Problem" @default.
• W2116386744 cites W1486056878 @default.
• W2116386744 cites W1509672901 @default.
• W2116386744 cites W1514875444 @default.
• W2116386744 cites W1525150483 @default.
• W2116386744 cites W1527049589 @default.
• W2116386744 cites W1550989509 @default.
• W2116386744 cites W1554618854 @default.
• W2116386744 cites W1556695557 @default.
• W2116386744 cites W1569930087 @default.
• W2116386744 cites W158468099 @default.
• W2116386744 cites W1638203394 @default.
• W2116386744 cites W1663973292 @default.
• W2116386744 cites W1674799117 @default.
• W2116386744 cites W170307911 @default.
• W2116386744 cites W172298727 @default.
• W2116386744 cites W1819200667 @default.
• W2116386744 cites W185620388 @default.
• W2116386744 cites W1863227302 @default.
• W2116386744 cites W1891300059 @default.
• W2116386744 cites W1923807516 @default.
• W2116386744 cites W1971129545 @default.
• W2116386744 cites W1988790447 @default.
• W2116386744 cites W2005097301 @default.
• W2116386744 cites W2013391942 @default.
• W2116386744 cites W2034806191 @default.
• W2116386744 cites W2039837644 @default.
• W2116386744 cites W2054658115 @default.
• W2116386744 cites W2061868368 @default.
• W2116386744 cites W2064675550 @default.
• W2116386744 cites W2080280205 @default.
• W2116386744 cites W2086417613 @default.
• W2116386744 cites W2089217417 @default.
• W2116386744 cites W2090547656 @default.
• W2116386744 cites W2098877457 @default.
• W2116386744 cites W2101684037 @default.
• W2116386744 cites W2107726111 @default.
• W2116386744 cites W2110381504 @default.
• W2116386744 cites W2114471683 @default.
• W2116386744 cites W2114690677 @default.
• W2116386744 cites W2114804254 @default.
• W2116386744 cites W2118688308 @default.
• W2116386744 cites W2121863487 @default.
• W2116386744 cites W2126160338 @default.
• W2116386744 cites W2135625884 @default.
• W2116386744 cites W2137104525 @default.
• W2116386744 cites W2137236783 @default.
• W2116386744 cites W2144357723 @default.
• W2116386744 cites W2144578442 @default.
• W2116386744 cites W2148067905 @default.
• W2116386744 cites W2148452608 @default.
• W2116386744 cites W2166160300 @default.
• W2116386744 cites W2188721763 @default.
• W2116386744 cites W2323777246 @default.
• W2116386744 cites W2548358835 @default.
• W2116386744 cites W2953056185 @default.
• W2116386744 cites W3148481862 @default.
• W2116386744 cites W655739185 @default.
• W2116386744 cites W91121345 @default.
• W2116386744 cites W961347149 @default.
• W2116386744 cites W2060100227 @default.
• W2116386744 doi "https://doi.org/10.3389/fpsyg.2013.00313" @default.
• W2116386744 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/3675324" @default.
• W2116386744 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/23761771" @default.
• W2116386744 hasPublicationYear "2013" @default.
• W2116386744 type Work @default.
• W2116386744 sameAs 2116386744 @default.
• W2116386744 citedByCount "89" @default.
• W2116386744 countsByYear W21163867442012 @default.
• W2116386744 countsByYear W21163867442013 @default.
• W2116386744 countsByYear W21163867442014 @default.
• W2116386744 countsByYear W21163867442015 @default.
• W2116386744 countsByYear W21163867442016 @default.
• W2116386744 countsByYear W21163867442017 @default.
• W2116386744 countsByYear W21163867442018 @default.
• W2116386744 countsByYear W21163867442019 @default.
• W2116386744 countsByYear W21163867442020 @default.
• W2116386744 countsByYear W21163867442021 @default.
• W2116386744 countsByYear W21163867442022 @default.
• W2116386744 countsByYear W21163867442023 @default.
• W2116386744 crossrefType "journal-article" @default.
• W2116386744 hasAuthorship W2116386744A5071172037 @default.
• W2116386744 hasBestOaLocation W21163867441 @default.
• W2116386744 hasConcept C111919701 @default.
• W2116386744 hasConcept C11413529 @default.
• W2116386744 hasConcept C154945302 @default.
• W2116386744 hasConcept C162324750 @default.
• W2116386744 hasConcept C177264268 @default.
• W2116386744 hasConcept C187736073 @default.
• W2116386744 hasConcept C19754495 @default.
• W2116386744 hasConcept C199360897 @default.
• W2116386744 hasConcept C2778572836 @default.
• W2116386744 hasConcept C2778770139 @default.
• W2116386744 hasConcept C2780451532 @default.
• W2116386744 hasConcept C3019612716 @default.

• next