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Genetic Neural Architecture Search for automatic assessment of human sperm images
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In: ISSN: 0957-4174 ; Expert Systems with Applications ; https://hal.archives-ouvertes.fr/hal-03585035 ; Expert Systems with Applications, Elsevier, 2022 (2022)
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Cross-lingual few-shot hate speech and offensive language detection using meta learning
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In: ISSN: 2169-3536 ; EISSN: 2169-3536 ; IEEE Access ; https://hal.archives-ouvertes.fr/hal-03559484 ; IEEE Access, IEEE, 2022, 10, pp.14880-14896. ⟨10.1109/ACCESS.2022.3147588⟩ (2022)
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Compiler-Driven Simulation of Reconfigurable Hardware Accelerators ...
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An Adversarial Attack Analysis on Malicious Advertisement URL Detection Framework ...
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Innovative Vineyards Environmental Monitoring System Using Deep Edge AI
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In: Artificial Intelligence for Digitising Industry Applications ; https://hal.univ-reims.fr/hal-03355270 ; Artificial Intelligence for Digitising Industry Applications, River Publishers, pp.261-278, 2021, 9788770226646 ; https://www.riverpublishers.com/research_details.php?book_id=967 (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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Tra Intelligenza Artificiale e H-BIM per la descrizione semantica dei beni culturali: la Certosa di Pisa
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In: 42e Conférence internationale des enseignants des disciplines de la représentation ; https://hal.archives-ouvertes.fr/hal-03360124 ; 42e Conférence internationale des enseignants des disciplines de la représentation, Sep 2021, Reggio Calabria, Italy. ⟨10.3280/oa-693.33⟩ (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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L'Art d'Anticiper les Changements IGP pour Acheminer Optimalement la Patate en Transit
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In: CORES 2021 – 6ème Rencontres Francophones sur la Conception de Protocoles, l’Évaluation de Performance et l’Expérimentation des Réseaux de Communication ; https://hal.archives-ouvertes.fr/hal-03221273 ; CORES 2021 – 6ème Rencontres Francophones sur la Conception de Protocoles, l’Évaluation de Performance et l’Expérimentation des Réseaux de Communication, Sep 2021, La Rochelle, France (2021)
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Reference Architectures for Smart Grids: Towards a Standard-based Comparative Framework
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In: International Conference on Engineering and Emerging Technologies (ICEET 2021) ; https://hal.archives-ouvertes.fr/hal-03439305 ; International Conference on Engineering and Emerging Technologies (ICEET 2021), Oct 2021, Istanbul, Turkey (2021)
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Architecture and augmented reality. A way of writing space : instrumented visual thinking ; Architecture et réalité augmentée. Une manière d’écrire l’espace : la pensée visuelle instrumentée
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In: https://tel.archives-ouvertes.fr/tel-03181642 ; Linguistique. Sorbonne Université, 2021. Français. ⟨NNT : 2021SORUL001⟩ (2021)
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Dataset of coronavirus content from Instagram with an exploratory analysis
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In: ISSN: 2169-3536 ; EISSN: 2169-3536 ; IEEE Access ; https://hal.archives-ouvertes.fr/hal-03559489 ; IEEE Access, IEEE, 2021, 9, pp.157192-157202. ⟨10.1109/ACCESS.2021.3126552⟩ (2021)
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Elastic Silicon Interconnects: Abstracting Communication in Accelerator Design ...
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HIR: An MLIR-based Intermediate Representation for Hardware Accelerator Description ...
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Machine Learning based Malicious Payload Identification in Software-Defined Networking ...
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A Bibliometric Analysis of Plant Disease Classification with Artificial Intelligence using Convolutional Neural Network
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In: Library Philosophy and Practice (e-journal) (2021)
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The pendulum type surfaces with congruential cross sections
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In: Structural Mechanics of Engineering Constructions and Buildings, Vol 17, Iss 2, Pp 165-174 (2021) (2021)
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Determining Tone of a Body of Text
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In: Senior Projects Spring 2020 (2020)
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