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Question-Based Explainability in Abstract Argumentation
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In: https://hal-univ-tlse3.archives-ouvertes.fr/hal-03647896 ; [Research Report] IRIT/RR--2022--01--FR, IRIT : Institut de Recherche en Informatique de Toulouse, France. 2022, pp.1-64 (2022)
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Abstract:
This paper explores the definition of questions and the computation of explanations in general, and in the specific context of abstract argumentation. We aim at 1) defining a methodological way to generate questions asking for explanations in a certain context, and 2) defining explanations based on the questions they answer and on the context in which they are asked. Applied to abstract argumentation, the explanations that we define are designed to be visual, in the sense that they take the form of subgraphs of the argumentation graph which is a part of the context of the questions they apply to. Moreover, these explanations rely on the modular aspects of abstract argumentation semantics and can consequently be either aggregated or decomposed. Finally, we also investigate the adequacy of the explanations with several desirable properties that they should possess, with a particular focus on Grice’s maxims of conversation.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
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URL: https://hal-univ-tlse3.archives-ouvertes.fr/hal-03647896/file/Rapport_IRIT_RR_2022_01_FR.pdf https://hal-univ-tlse3.archives-ouvertes.fr/hal-03647896/document https://hal-univ-tlse3.archives-ouvertes.fr/hal-03647896
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2 |
Meta-Analysis of the Functional Neuroimaging Literature with Probabilistic Logic Programming
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In: https://hal.archives-ouvertes.fr/hal-03590714 ; 2022 (2022)
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3 |
DeepL et Google Translate face à l'ambiguïté phraséologique
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In: https://hal.archives-ouvertes.fr/hal-03583995 ; 2022 (2022)
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4 |
The contextual logic
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In: https://hal.archives-ouvertes.fr/hal-03195162 ; 2022 (2022)
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5 |
VEREINDEUTIGUNG ZUR KLASSIFIZIERUNG LEXIKALISCHER OBJEKTE ; DISAMBIGUATION FOR THE CLASSIFICATION OF LEXICAL ITEMS ; DÉSAMBÏGUISATION POUR LA CLASSIFICATION DE LEXÈMES
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In: https://hal.archives-ouvertes.fr/hal-03598242 ; France, Patent n° : EP3937059A1. 2022 (2022)
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6 |
Cross-Situational Learning Towards Robot Grounding
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In: https://hal.archives-ouvertes.fr/hal-03628290 ; 2022 (2022)
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7 |
Cross-Situational Learning Towards Robot Grounding
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In: https://hal.archives-ouvertes.fr/hal-03628290 ; 2022 (2022)
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8 |
Word Sense Induction with Attentive Context Clustering
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In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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9 |
Word Sense Induction with Attentive Context Clustering
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In: https://hal.inria.fr/hal-03586559 ; 2022 (2022)
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10 |
Word Sense Induction with Attentive Context Clustering
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In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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11 |
Can machines learn to see without visual databases?
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In: https://hal.archives-ouvertes.fr/hal-03526569 ; 2022 (2022)
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12 |
Language as a Cognitive Tool: Dall-E, Humans and Vygotskian RL Agents
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In: https://hal.archives-ouvertes.fr/hal-03159786 ; 2021 (2021)
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13 |
From reduced artificial intelligence to semiotic engineering ; From reduced artificial intelligence to semiotic engineering: a new project for artificial intelligence
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In: https://hal.archives-ouvertes.fr/hal-03450318 ; 2021 (2021)
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14 |
Tackling Morphological Analogies Using Deep Learning -- Extended Version
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In: https://hal.inria.fr/hal-03425776 ; 2021 (2021)
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15 |
Curiosity-driven exploration: Diversity of mechanisms and functions
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In: https://hal.inria.fr/hal-03447896 ; 2021 (2021)
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16 |
Ingénierie sémiotique et modélisation diagrammatique ; Ingénierie sémiotique et modélisation diagrammatique: au-delà du modèle de Turing
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In: https://hal.archives-ouvertes.fr/hal-03450312 ; 2021 (2021)
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17 |
Artificial intelligence. What is it really about? ( Sébastien Konieczny and Henri Prade, ed.) ; L’intelligence artificielle. De quoi s’agit-il vraiment ? ( Sébastien Konieczny et Henri Prade, éd.)
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In: ISSN: 0997-5551 ; EISSN: 2429-4578 ; Terminal. Technologie de l’information, culture & société ; https://hal.inrae.fr/hal-03212168 ; 2021, ⟨10.4000/terminal.7339⟩ (2021)
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18 |
SocialAI 0.1: Towards a Benchmark to Stimulate Research on Socio-Cognitive Abilities in Deep Reinforcement Learning Agents
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In: https://hal.archives-ouvertes.fr/hal-03442937 ; 2021 (2021)
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19 |
Aligning artificial intelligence with climate change mitigation
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In: https://hal.archives-ouvertes.fr/hal-03368037 ; 2021 (2021)
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Ingénierie sémiotique et modélisation diagrammatique ; Ingénierie sémiotique et modélisation diagrammatique: au-delà du modèle de Turing
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In: https://hal.archives-ouvertes.fr/hal-03450312 ; 2021 (2021)
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