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Lessons from a distanced stage: embedding a Zoom-mediated drama workshop in a language classroom
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In: L2 Journal, vol 14, iss 3 (2022)
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Improving mathematics performance in 7-year-old children: Training the mapping from estimated quantities to Arabic digits ...
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ТИПОЛОГИЯ И СИМВОЛИЧЕСКИЕ ЗНАЧЕНИЯ НОМИНАЦИЙ ДОМОВОГО В РУССКИХ НАРОДНЫХ ГОВОРАХ ... : TYPOLOGY AND SYMBOLIC MEANINGS OF THE HOUSE SPIRIT NOMINATIONS IN RUSSIAN NATIONAL DIALECTS ...
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Якушевич, И.В.; Ивашинина, Н.С.. - : Государственное автономное образовательное учреждение высшего образования города Москвы «Московский городской педагогический университет», 2022
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Symbiotic Information Processing and Technological Progress
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In: Proceedings; Volume 81; Issue 1; Pages: 84 (2022)
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Semiótica de la actualidad y semióticas actuales ; Semiotic of current affairs and current semiotics
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Dwelling-in-Displacement: Etel Adnan’s Multilayered Meaning-making Practice in her Life Writing In the Heart of the Heart of Another Country
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In: University of Wollongong Thesis Collection 2017+ (2022)
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ASTERYX : A model-Agnostic SaT-basEd appRoach for sYmbolic and score-based eXplanations
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In: CIKM '21: The 30th ACM International Conference on Information and Knowledge Management ; https://hal.archives-ouvertes.fr/hal-03614106 ; CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Nov 2021, Virtual Event Queensland Australia, Australia. pp.120-129, ⟨10.1145/3459637.3482321⟩ ; https://www.cikm2021.org/ (2021)
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Ontology as neuronal-space manifold: Towards symbolic and numerical artificial embedding
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In: KRHCAI 2021 Workshop on Knowledge Representation for Hybrid & Compositional AI @ KR2021 ; https://hal.inria.fr/hal-03360307 ; KRHCAI 2021 Workshop on Knowledge Representation for Hybrid & Compositional AI @ KR2021, Nov 2021, Hanoi, Vietnam (2021)
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Abstract:
International audience ; Some human cognitive tasks may involve tightly interleaved logical and numerical computations. On the one hand, ontologies allow us to describe symbolic structured knowledge and perform logical inference, providing a rather natural representation of human reasoning as modeled in cognitive psychology. On the other hand, spiking neural networks are a biologically plausible implementation of processing in brain circuits, yet they process numeric vectors rather than symbolic data. Unifying these symbolic and sub-symbolic approaches is still a wide and open question, and the Semantic Pointer Architecture (SPA) based on the Vector Symbolic Architecture (VSA) provides a way to manipulate symbols embedded as numeric vectors that carry semantic information. In this paper, as a step towards filling the symbolic/numerical gap, we propose to map an ontology onto a SPA-based architecture with a preliminary partial implementation into spiking neural networks. More specifically, we focus on ontology standards used in the semantic web such as Resource Description Framework [Schema] (RDF[S]) and the Web Ontology Language (OWL). We provide a detailed implementation example in the case of specific RDFS entailments based on predicate chaining. To that end, we used the neural simulator Nengo with two associative memories in interaction, the first one storing assertions and the second one storing entailment rules. Reporting interesting formal results, our embedding enjoys intrinsic properties allowing semantic reasoning through distributed numerical computing. This original preliminary work thus combines symbolic and numerical approaches for cognitive modeling, which might be useful to model some complex human tasks such as ill-defined problem-solving, involving neuronal knowledge manipulation.
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Keyword:
[INFO]Computer Science [cs]; [SCCO]Cognitive science; Neural Engineering Framework; Neurosymbolism; Ontology; Resource Description Framework; Semantic Pointer Architecture; Vector Symbolic Architecture
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URL: https://hal.inria.fr/hal-03360307
https://hal.inria.fr/hal-03360307/file/AIDE_KRHCAI_2021.pdf
https://hal.inria.fr/hal-03360307/document
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Ontology as neuronal-space manifold: Towards symbolic and numerical artificial embedding
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In: KRHCAI 2021 Workshop on Knowledge Representation for Hybrid & Compositional AI @ KR2021 ; https://hal.inria.fr/hal-03360307 ; KRHCAI 2021 Workshop on Knowledge Representation for Hybrid & Compositional AI @ KR2021, Nov 2021, Hanoi, Vietnam (2021)
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Ontology as neuronal-space manifold: Towards symbolic and numerical artificial embedding
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In: KRHCAI 2021 Workshop on Knowledge Representation for Hybrid & Compositional AI @ KR2021 ; https://hal.inria.fr/hal-03360307 ; KRHCAI 2021 Workshop on Knowledge Representation for Hybrid & Compositional AI @ KR2021, Nov 2021, Hanoi, Vietnam (2021)
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Symbolic Model-based Design and Generation of Logical Scenarios for Autonomous Vehicles Validation
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In: 2021 IEEE Intelligent Vehicles Symposium (IV) ; https://hal.archives-ouvertes.fr/hal-03540190 ; 2021 IEEE Intelligent Vehicles Symposium (IV), Jul 2021, Nagoya, Japan. pp.215-222, ⟨10.1109/IV48863.2021.9575528⟩ (2021)
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Exploring the Nexus between Migration and Social Positions using a Mixed Methods Approach
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In: ISSN: 2183-2803 ; Social inclusion ; https://halshs.archives-ouvertes.fr/halshs-02963030 ; Social inclusion, Cogitatio Press, 2021, 9 (1), ⟨10.17645/si.v9i1.3538⟩ (2021)
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A Methodology of Building Evaluation-Annotated Datasets (EVAD) Based on the Evaluation-Triple in E-Commerce Reviews ; 이커머스 후기글 평가분석 트리플에 기반한 평가주석 데이터셋 EVAD 구축 방법론
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In: ISSN: 1229-0343 ; The Journal of Linguistics Science ; https://hal.archives-ouvertes.fr/hal-03565731 ; The Journal of Linguistics Science, 2021, 99, pp.245-272. ⟨10.21296/jls.2021.12.99.245⟩ (2021)
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ПОНЯТИЙНЫЕ ПРИЗНАКИ КОНЦЕПТА КОРОНА ПЕРИОДА XVII – XIX ВЕКОВ ... : CONCEPTUAL ASPECTS OF THE CONCEPT OF THE CROWN IN THE PERIOD FROM THE 17TH TO THE 19TH CENTURY ...
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“Boundary-Maintenance” or “Boundary-Crossing”? Name-Giving Practices among Immigrants in Germany ...
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A Logical Programming Language as an Instrument for Specifying and Verifying Dynamic Memory ...
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Headteachers in difficult circumstances: A study of school leaders in post-conflict, post-disaster Nepal
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Dahal, Rupak. - : Edith Cowan University, Research Online, Perth, Western Australia, 2021
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In: Theses: Doctorates and Masters (2021)
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