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Does infant-directed speech help phonetic learning? A machine learning investigation
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In: ISSN: 0364-0213 ; EISSN: 1551-6709 ; Cognitive Science ; https://hal.archives-ouvertes.fr/hal-03080098 ; Cognitive Science, Wiley, 2021, 45 (5), ⟨10.1111/cogs.12946⟩ (2021)
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| 62 |
The Impact of Alcohol on L1 versus L2
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In: ISSN: 0023-8309 ; Language and Speech ; https://hal.archives-ouvertes.fr/hal-03476236 ; Language and Speech, SAGE Publications (UK and US), 2021, 64 (3), pp.681-692. ⟨10.1177/0023830920953169⟩ (2021)
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| 63 |
Management support system and group planning in continuing education ; Système d’aide à la gestion et planification de groupe en formation continue
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In: https://hal.archives-ouvertes.fr/tel-03557025 ; Environnements Informatiques pour l'Apprentissage Humain. Université de Lille, CRIStAL UMR 9189, 2021. Français (2021)
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| 64 |
Extraction of Narrative Structure from TV Series ; Extraction de la structure narrative de séries TV
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In: https://halshs.archives-ouvertes.fr/tel-03474054 ; Linguistics. Université Paris-Saclay/Université Paris-Sud; LISN; CNRS, 2021. English (2021)
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| 65 |
Evolution and differentiation of the cybersecurity communities in three social question and answer sites: A mixed-methods analysis.
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In: PloS one, vol 16, iss 12 (2021)
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| 66 |
A Hierarchical Computational Framework for Social Interaction Understanding: Interactiveness, Shared Attention, Gaze Communication and Triadic Belief Dynamics
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Fan, Lifeng. - : eScholarship, University of California, 2021
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| 67 |
Mapping International Geopolitical Agenda. Continuing National Conceptions of the Emerging European Crisis
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In: ISSN: 2624-909X ; EISSN: 2624-909X ; Frontiers in Big Data ; https://halshs.archives-ouvertes.fr/halshs-03506950 ; Frontiers in Big Data, Frontiers, 2021, 4, ⟨10.3389/fdata.2021.718809⟩ (2021)
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| 68 |
D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning
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In: https://hal.inria.fr/hal-03498160 ; 2021 (2021)
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Abstract:
The convergence speed of machine learning models trained with Federated Learning is significantly affected by heterogeneous data partitions, even more so in a fully decentralized setting without a central server. In this paper, we show that the impact of label distribution skew, an important type of data heterogeneity, can be significantly reduced by carefully designing the underlying communication topology. We present D-Cliques, a novel topology that reduces gradient bias by grouping nodes in sparsely interconnected cliques such that the label distribution in a clique is representative of the global label distribution. We also show how to adapt the updates of decentralized SGD to obtain unbiased gradients and implement an effective momentum with D-Cliques. Our extensive empirical evaluation on MNIST and CIFAR10 demonstrates that our approach provides similar convergence speed as a fully-connected topology, which provides the best convergence in a data heterogeneous setting, with a significant reduction in the number of edges and messages. In a 1000-node topology, D-Cliques require 98% less edges and 96% less total messages, with further possible gains using a small-world topology across cliques.
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Keyword:
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [STAT.ML]Statistics [stat]/Machine Learning [stat.ML]
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URL: https://hal.inria.fr/hal-03498160/file/2104.07365.pdf
https://hal.inria.fr/hal-03498160/document
https://hal.inria.fr/hal-03498160
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| 69 |
Machine Learning of Motion Statistics Reveals the Kinematic Signature of the Identity of a Person in Sign Language
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In: ISSN: 2296-4185 ; Frontiers in Bioengineering and Biotechnology ; https://hal.archives-ouvertes.fr/hal-03298752 ; Frontiers in Bioengineering and Biotechnology, Frontiers, 2021, 9, ⟨10.3389/fbioe.2021.710132⟩ (2021)
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| 70 |
Some contributions to computational Bayesian methods with application to phylolinguistics ; Quelques contributions aux méthodes computationnelles bayesiennes, avec applications à la phylolinguistique
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In: https://tel.archives-ouvertes.fr/tel-03546821 ; Statistics [math.ST]. Université Paris sciences et lettres, 2021. English. ⟨NNT : 2021UPSLD008⟩ (2021)
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| 71 |
A review of data collection practices using electromagnetic articulography
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In: ISSN: 1868-6354 ; Laboratory Phonology : Journal of the Association for Laboratory Phonology ; https://hal.archives-ouvertes.fr/hal-03476230 ; Laboratory Phonology : Journal of the Association for Laboratory Phonology, De Gruyter, 2021, 12 (1), pp.6. ⟨10.5334/labphon.237⟩ (2021)
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| 72 |
Deux méthodes d’extraction automatique des connaissances pour essayer de comprendre la structuration de la conscience phonologique chez l’enfant
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In: 18e Rencontres du Réseau Français de Phonologie ; https://hal.archives-ouvertes.fr/hal-03162037 ; 18e Rencontres du Réseau Français de Phonologie, Jul 2021, Clermont-Ferrand, France (2021)
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| 73 |
Multimodal Coarticulation Modeling : Towards the animation of an intelligible talking head ; Modélisation de la coarticulation multimodale : vers l'animation d'une tête parlante intelligible
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In: https://hal.univ-lorraine.fr/tel-03203815 ; Intelligence artificielle [cs.AI]. Université de Lorraine, 2021. Français. ⟨NNT : 2021LORR0019⟩ (2021)
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| 74 |
Modelling repeated paired phonetic measures using linear mixed models with correlated errors
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In: ISSN: 2152-372X ; Case Studies in Business, Industry and Government Statistics ; https://hal.archives-ouvertes.fr/hal-03235741 ; Case Studies in Business, Industry and Government Statistics, Société Française de Statistique, 2021, 8, pp.28-46 ; http://csbigs.fr/article/view/811 (2021)
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| 75 |
A logistic regression model for predicting child language performance ; Un modèle de régression logistique pour la prédiction du développement langagier chez l'enfant
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In: SIS 2021, 50th Annuale Conference of the Italian Statistical Society" ; https://hal.archives-ouvertes.fr/hal-03318721 ; SIS 2021, 50th Annuale Conference of the Italian Statistical Society", Jun 2021, Pise, Italy (2021)
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| 76 |
L'art des controverses ; L'art des controverses: La création pour apprendre
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In: Controverses mode d'emploi ; https://hal.telecom-paris.fr/hal-03140312 ; Presses de la fondation nationale des sciences politiques. Controverses mode d'emploi, pp.307-309, 2021 (2021)
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| 77 |
The Machine in the Garden of Meter and Rythm
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In: Plotting Poetry. On Mechanically-Enhanced Reading ; https://hal.telecom-paris.fr/hal-03255491 ; Bories, Anne-Sophie ; Purnelle, Gérald ; Marchal, Hugues. Plotting Poetry. On Mechanically-Enhanced Reading, Presses universitaires de Liège, 2021, 978-2-87562-280-8 (2021)
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| 78 |
Presence, flow, and narrative absorption questionnaires: a scoping review
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In: Open Research Europe ; https://hal.archives-ouvertes.fr/hal-03228676 ; Open Research Europe, 2021, 1, pp.11. ⟨10.12688/openreseurope.13277.1⟩ (2021)
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| 79 |
Learning a weather dictionary of atmospheric patterns using Latent Dirichlet Allocation
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In: https://hal.archives-ouvertes.fr/hal-03258523 ; 2021 (2021)
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| 80 |
Learning emotions latent representation with CVAE for Text-Driven Expressive AudioVisual Speech Synthesis
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In: ISSN: 0893-6080 ; Neural Networks ; https://hal.inria.fr/hal-03204193 ; Neural Networks, Elsevier, 2021, 141, pp.315-329. ⟨10.1016/j.neunet.2021.04.021⟩ (2021)
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