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Xavier Hinaut

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Latent space exploration and functionalization of a gated working memory model using conceptors

Anthony Strock , Nicolas P. Rougier , Xavier Hinaut
Cognitive Computation, 2022, ⟨10.1007/s12559-020-09797-3⟩
Journal articles hal-02494493v2
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Hierarchical-Task Reservoir for Online Semantic Analysis from Continuous Speech

Luca Pedrelli , Xavier Hinaut
IEEE Transactions on Neural Networks and Learning Systems, 2021, ⟨10.1109/TNNLS.2021.3095140⟩
Journal articles hal-03031413v3
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Editorial: Language and Robotics

Tadahiro Taniguchi , Takato Horii , Xavier Hinaut , Michael Spranger , Daichi Mochihashi
Frontiers in Robotics and AI, 2021, 8, ⟨10.3389/frobt.2021.674832⟩
Journal articles hal-03533733v1
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Higher Cognitive Functions in Bio-Inspired Artificial Intelligence

Frédéric Alexandre , Xavier Hinaut , Nicolas P. Rougier , Thierry Viéville
ERCIM News, 2021, Special topic "Brain inspired computing", 125
Journal articles hal-03189215v1
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Vocal Imitation in Sensorimotor Learning Models: a Comparative Review

Silvia Pagliarini , Arthur Leblois , Xavier Hinaut
IEEE Transactions on Cognitive and Developmental Systems, 2020, ⟨10.1109/TCDS.2020.3041179⟩
Journal articles hal-02317144v2
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Section focused on machine learning methods for high-level cognitive capabilities in robotics

Tetsunari Inamura , Hiroki Yokoyama , Emre Ugur , Xavier Hinaut , Michael Beetze
Advanced Robotics, 2019, 33 (11), pp.537-538. ⟨10.1080/01691864.2019.1625183⟩
Journal articles hal-02432787v1
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A Robust Model of Gated Working Memory

Anthony Strock , Xavier Hinaut , Nicolas P. Rougier
Neural Computation, 2019, pp.1-29. ⟨10.1162/neco_a_01249⟩
Journal articles hal-02371659v1

Teach Your Robot Your Language! Trainable Neural Parser for Modelling Human Sentence Processing: Examples for 15 Languages

Xavier Hinaut , Johannes Twiefel
IEEE Transactions on Cognitive and Developmental Systems, 2019, ⟨10.1109/TCDS.2019.2957006⟩
Journal articles hal-01964541v1
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Sustainable computational science: the ReScience initiative

Nicolas P. Rougier , Konrad Hinsen , Frédéric Alexandre , Thomas Arildsen , Lorena Barba
PeerJ Computer Science, 2017, 3, pp.e142. ⟨10.7717/peerj-cs.142⟩
Journal articles hal-01592078v1

Corticostriatal response selection in sentence production: Insights from neural network simulation with reservoir computing

Xavier Hinaut , Florian Lance , Colas Droin , Maxime Petit , Gregoire Pointeau
Brain and Language, 2015, 150, pp.54 - 68. ⟨10.1016/j.bandl.2015.08.002⟩
Journal articles hal-01906521v1
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Exploring the acquisition and production of grammatical constructions through human-robot interaction with echo state networks

Xavier Hinaut , Maxime Petit , Gregoire Pointeau , Peter F. Dominey
Frontiers in Neurorobotics, 2014, 8, ⟨10.3389/fnbot.2014.00016⟩
Journal articles hal-02383530v1
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Real-Time Parallel Processing of Grammatical Structure in the Fronto-Striatal System: A Recurrent Network Simulation Study Using Reservoir Computing

Xavier Hinaut , Peter Ford Dominey
PLoS ONE, 2013, 8 (2), pp.e52946. ⟨10.1371/journal.pone.0052946⟩
Journal articles hal-01968923v1

A three-layered model of primate prefrontal cortex encodes identity and abstract categorical structure of behavioral sequences

Xavier Hinaut , Peter Ford Dominey
Journal of Physiology - Paris, 2011, 105 (1-3), pp.16-24. ⟨10.1016/j.jphysparis.2011.07.010⟩
Journal articles hal-02613026v1
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ReservoirPy Sprint: Amélioration de ReservoirPy, un outil simple de Reservoir Computing

Nathan Trouvain , Deepayan Das , Xavier Hinaut
PyConFR 2023, Feb 2023, Bordeaux, France
Conference papers hal-04401731v1
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Sample my Canary

Hugo Chateau-Laurent , Xavier Hinaut
2023 Drôles d'Objets - Un nouvel art de faire, https://drolesdobjets23.sciencesconf.org/, May 2023, Nancy, France
Conference papers hal-04154799v1
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MEG Encoding using Word Context Semantics in Listening Stories

Subba Reddy Oota , Nathan Trouvain , Frederic Alexandre , Xavier Hinaut
INTERSPEECH 2023 - 24th INTERSPEECH Conference, INTERSPEECH, Aug 2023, Dublin, Ireland
Conference papers hal-04148324v1
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Sustainable Deep Learning for Time-series: Reservoir Computing

Andrea Ceni , Claudio Gallicchio , Xavier Hinaut , Gianluca Milano , Abigail Morrison
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2023, Turino, Italy
Conference papers hal-04404054v1
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Reservoir Computing : traitement efficace de séries temporelles avec ReservoirPy

Nathan Trouvain , Xavier Hinaut
Dataquitaine 2022 - 5ème journée IA, Recherche Opérationnelle & Data Science, Feb 2022, Bordeaux, France
Conference papers hal-03945994v1
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Contrôle Biomimétique de Prothèse par réseaux de neurones

Tristan Barennes , Xavier Hinaut , Frédéric Alexandre
AMINA 2022 - 11ème édition du Workshop Applications Médicales de l'Informatique : Nouvelles Approches, Nov 2022, Monastir, Tunisie
Conference papers hal-03940097v1
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Long Short-Term Memory of Language Models for Predicting Brain Activation During Listening to Stories

Subba Reddy Oota , Frederic Alexandre , Xavier Hinaut
CogSci 2022 - Cognitive Science Society, Jul 2022, Toronto, Canada
Conference papers hal-03697443v1
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Create Efficient and Complex Reservoir Computing Architectures with ReservoirPy

Nathan Trouvain , Nicolas P. Rougier , Xavier Hinaut
SAB 2022 - FROM ANIMALS TO ANIMATS 16: The 16th International Conference on the Simulation of Adaptive Behavior, Sep 2022, Cergy-Pontoise / Hybrid, France
Conference papers hal-03761440v1
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La Course 12--4--90

Xavier Hinaut
Drôles d'objets 2021 - Un nouvel art de faire, Oct 2021, La Rochelle, France
Conference papers hal-03533199v1
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Reservoir Computing : théorie, intuitions et applications avec ReservoirPy

Nathan Trouvain , Xavier Hinaut
Plate-Forme Intelligence Artificielle (PFIA), Jun 2021, Bordeaux, France
Conference papers hal-03533731v1
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Canary Song Decoder: Transduction and Implicit Segmentation with ESNs and LTSMs

Nathan Trouvain , Xavier Hinaut
ICANN 2021 - 30th International Conference on Artificial Neural Networks, Sep 2021, Bratislava, Slovakia. pp.71--82, ⟨10.1007/978-3-030-86383-8_6⟩
Conference papers hal-03203374v2
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Canary Vocal Sensorimotor Model with RNN Decoder and Low-dimensional GAN Generator

Silvia Pagliarini , Arthur Leblois , Xavier Hinaut
ICDL 2021- IEEE International Conference on Development and Learning, Aug 2021, Beijing, China
Conference papers hal-03482372v1
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Which Hype for my New Task? Hints and Random Search for Reservoir Computing Hyperparameters

Xavier Hinaut , Nathan Trouvain
ICANN 2021 - 30th International Conference on Artificial Neural Networks, Sep 2021, Bratislava, Slovakia
Conference papers hal-03203318v2
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ReservoirPy: an Efficient and User-Friendly Library to Design Echo State Networks

Nathan Trouvain , Luca Pedrelli , Thanh Trung Dinh , Xavier Hinaut
ICANN 2020 - 29th International Conference on Artificial Neural Networks, Sep 2020, Bratislava, Slovakia
Conference papers hal-02595026v2
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Language Acquisition with Echo State Networks: Towards Unsupervised Learning

Thanh Trung Dinh , Xavier Hinaut
ICDL 2020 - IEEE International Conference on Development and Learning, Oct 2020, Valparaiso / Virtual, Chile
Conference papers hal-02926613v1
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Cross-Situational Learning with Reservoir Computing for Language Acquisition Modelling

Alexis Juven , Xavier Hinaut
2020 International Joint Conference on Neural Networks (IJCNN 2020), Jul 2020, Glasgow, Scotland, United Kingdom
Conference papers hal-02594725v1
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Hierarchical-Task Reservoir for Anytime POS Tagging from Continuous Speech

Luca Pedrelli , Xavier Hinaut
2020 International Joint Conference on Neural Networks (IJCNN 2020), Jul 2020, Glasgow, Scotland, United Kingdom
Conference papers hal-02594495v1

A Reservoir Model for Intra-Sentential Code-Switching Comprehension in French and English

Pauline Detraz , Xavier Hinaut
CogSci'19 - 41st Annual Meeting of the Cognitive Science Society, Jul 2019, Montréal, Canada
Conference papers hal-02432831v1
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Learning to Parse Grounded Language using Reservoir Computing

Xavier Hinaut , Michael Spranger
ICDL-Epirob 2019 - Joint IEEE 9th International Conference on Development and Learning and Epigenetic Robotics, Aug 2019, Olso, Norway. ⟨10.1109/devlrn.2019.8850718⟩
Conference papers hal-02422157v1
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Using Conceptors to Transfer Between Long-Term and Short-Term Memory

Anthony Strock , Nicolas P. Rougier , Xavier Hinaut
Artificial Neural Networks and Machine Learning (ICANN) 2019, Sep 2019, Munich, Germany. pp.19-23, ⟨10.1007/978-3-030-30493-5_2⟩
Conference papers hal-02387559v1
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Learning an inverse model for vocal production: toward a bio-inspired model

Silvia Pagliarini , Xavier Hinaut , Arthur Leblois
European Birdsong Meeting, Apr 2018, Odense, Denmark
Conference papers hal-01963115v1
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A bio-inspired model towards vocal gesture learning in songbird

Silvia Pagliarini , Xavier Hinaut , Arthur Leblois
2018 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Sep 2018, Tokyo, Japan
Conference papers hal-01906459v2
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Which Input Abstraction is Better for a Robot Syntax Acquisition Model? Phonemes, Words or Grammatical Constructions?

Xavier Hinaut
2018 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Sep 2018, Tokyo, Japan
Conference papers hal-01889919v2
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Towards Biological Plausibility of Vocal Learning Models: a Short Review

Silvia Pagliarini , Arthur Leblois , Xavier Hinaut
ICDL-Epirob Workshop on Continual Unsupervised Sensorimotor Learning, Sep 2018, Tokyo, Japan
Conference papers hal-01942822v1
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A Simple Reservoir Model of Working Memory with Real Values

Anthony Strock , Nicolas P. Rougier , Xavier Hinaut
2018 International Joint Conference on Neural Networks (IJCNN), Jul 2018, Rio de Janeiro, Brazil. ⟨10.1109/IJCNN.2018.8489262⟩
Conference papers hal-01803594v1

Modelling sentence processing with random recurrent neural networks and applications to robotics

Xavier Hinaut
Workshop "The role of the basal ganglia in the interaction between language and other cognitive functions", Anne-Catherine Bachoud-Lévi, Maria Giavazzi, Charlotte Jacquemot, Laboratoire de NeuroPsychologie Interventionnelle., Oct 2017, Paris, France
Conference papers hal-01673440v1
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Neural coding of variable song structure in the songbird

Xavier Hinaut , Aurore Cazala , Catherine del Negro
EBM 2017 - European Birdsong Meeting, May 2017, Bordeaux, France. pp.1
Conference papers hal-01665824v1
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From Phonemes to Robot Commands with a Neural Parser

Xavier Hinaut
IEEE ICDL-EPIROB Workshop on Language Learning, Sep 2017, Lisbon, Portugal. pp.1-2
Conference papers hal-01665823v1
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Syntactic Reanalysis in Language Models for Speech Recognition

Johannes Twiefel , Xavier Hinaut , Stefan Wermter
2017 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Sep 2017, Lisbon, Portugal
Conference papers hal-01558462v2
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Semantic Role Labelling for Robot Instructions using Echo State Networks

Johannes Twiefel , Xavier Hinaut , Stefan Wermter
European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), Apr 2016, Bruges, Belgium
Conference papers hal-01417701v1
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Activity recognition with echo state networks using 3D body joints and objects category

Luiza Mici , Xavier Hinaut , Stefan Wermter
European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), Apr 2016, Bruges, Belgium. pp.465 - 470
Conference papers hal-01417710v1
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Using Natural Language Feedback in a Neuro-inspired Integrated Multimodal Robotic Architecture

Johannes Twiefel , Xavier Hinaut , Marcelo Borghetti , Erik Strahl , Stefan Wermter
25th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), Aug 2016, New York City, United States. pp.52 - 57, ⟨10.1109/ROMAN.2016.7745090⟩
Conference papers hal-01417706v1

Reservoir Computing for Robot Language Acquisition

Xavier Hinaut
IROS Workshop on Machine Learning Methods for High-Level Cognitive Capabilities in Robotics, Oct 2016, Daejon, South Korea
Conference papers hal-01417683v1
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Recurrent Neural Network for Syntax Learning with Flexible Predicates for Robotic Architectures

Xavier Hinaut , Johannes Twiefel , Stefan Wermter
The Sixth Joint IEEE International Conference Developmental Learning and Epigenetic Robotics (ICDL-EPIROB), Sep 2016, Cergy, France
Conference papers hal-01417697v1
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Recurrent Neural Network for Syntax Learning with Flexible Representations

Xavier Hinaut
IEEE ICDL-EPIROB Workshop on Language Learning, Dec 2016, Cergy, France
Conference papers hal-01417060v1
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Recurrent Neural Network Sentence Parser for Multiple Languages with Flexible Meaning Representations for Home Scenarios

Xavier Hinaut , Johannes Twiefel
IROS Workshop on Bio-inspired Social Robot Learning in Home Scenarios, Oct 2016, Daejon, South Korea
Conference papers hal-01417667v1
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A Recurrent Neural Network for Multiple Language Acquisition: Starting with English and French

Xavier Hinaut , Johannes Twiefel , Maxime Petit , Peter Dominey , Stefan Wermter
Proceedings of the NIPS Workshop on Cognitive Computation: Integrating Neural and Symbolic Approaches (CoCo 2015), Dec 2015, Montreal, Canada
Conference papers hal-02561258v1

Humanoidly Speaking -How the Nao humanoid robot can learn the name of objects and interact with them through common speech

Xavier Hinaut , Johannes Twiefel , Marcelo Borghetti Soares , Pablo Barros , Luiza Mici
International Joint Conference on Artificial Neural Networks – IJCAI, Video Competition, Jul 2015, Buenos Aires, Argentina
Conference papers hal-02561332v1
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An Incremental Approach to Language Acquisition: Thematic Role Assignment with Echo State Networks

Xavier Hinaut , Stefan Wermter
In: Wermter S. et al. (eds) Artificial Neural Networks and Machine Learning – ICANN 2014, Sep 2014, Hamburg, Germany. pp.33--40, ⟨10.1007/978-3-319-11179-7_5⟩
Conference papers hal-02561290v1
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On-Line Learning of Lexical Items and Grammatical Constructions via Speech, Gaze and Action-Based Human-Robot Interaction

Gregoire Pointeau , Maxime Petit , Xavier Hinaut , Guillaume Gibert , Peter Ford Dominey
INTERSPEECH 2013 - 14th Annual Conference of the International Speech Communication Association, Aug 2013, Lyon, France
Conference papers hal-02561340v1
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On-Line Processing of Grammatical Structure Using Reservoir Computing

Xavier Hinaut , Peter Ford Dominey
In A. E. P. Villa, et al.: Artificial Neural Networks and Machine Learning - ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Sep 2012, Lausanne, Switzerland. pp.596-603, ⟨10.1007/978-3-642-33269-2_75⟩
Conference papers hal-02561301v1
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Online Language Learning to Perform and Describe Actions for Human-Robot Interaction

Xavier Hinaut , Maxime Petit , Peter Dominey
Post-Graduate Conference on Robotics and Development of Cognition, Sep 2012, Lausanne, Switzerland
Conference papers hal-02561346v1
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A three-layered cortical network encodes identity and abstract categorical structure of behavioral sequences as in the primate lateral prefrontal cortex

Xavier Hinaut , Peter Dominey
Cinquième conférence plénière française de Neurosciences Computationnelles, "Neurocomp'10", Aug 2010, Lyon, France
Conference papers hal-00553435v1
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Past Word Context Enables Better MEG Encoding Predictions than Current Word in Listening Stories

Subba Reddy Oota , Nathan Trouvain , Frédéric Alexandre , Xavier Hinaut
NeuroFrance 2023, May 2023, Lyon, France.
Conference poster hal-04154794v1
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MEG Encoding using Neural Language & Speech Models and Shared Context Semantics in Listening Stories

Subba Reddy Oota , Nathan Trouvain , Gaël Jobard , Frédéric Alexandre , Xavier Hinaut
SNL 2023 - Society for the Neurobiology of Language, Oct 2023, Marseille, France.
Conference poster hal-04401769v1
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ReservoirPy: Efficient Training of Recurrent Neural Networks for Timeseries Processing

Xavier Hinaut , Nathan Trouvain
EuroSciPy 2022 - 14th European Conference on Python in Science, Aug 2022, Basel, Switzerland
Conference poster hal-03780006v1
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How distinct are Syntactic and Semantic Representations in the Brain During Sentence Comprehension?

Subba Reddy Oota , Frédéric Alexandre , Xavier Hinaut
SNL 2022 - 14th Annual Meeting of the Society for Neurobiology of Language, Oct 2022, Philadelphia, United States. 2022
Conference poster hal-03942241v1
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Investigating Long-Term Context of Language Models on Brain Activity during Narrative Listening in fMRI

Subba Reddy Oota , Frédéric Alexandre , Xavier Hinaut
FENS Forum 2022, Jul 2022, Paris, France
Conference poster hal-03699886v1
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Learning to Parse Sentences with Cross-Situational Learning using Different Word Embeddings Towards Robot Grounding

Subba Reddy Oota , Frédéric Alexandre , Xavier Hinaut
Spatial Language Understanding and Grounded Communication for Robotics Workshop, ACL-IJCNLP 2021, Aug 2021, Bangkok, Thailand.
Conference poster hal-03533730v1
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Recurrent Neural Networks Models for Developmental Language Acquisition: Reservoirs Outperform LSTMs

Xavier Hinaut , Alexandre Variengien
SNL 2020 - 12th Annual Meeting of the Society for the Neurobiology of Language, Oct 2020, Virtual Edition, Canada
Conference poster hal-03146558v1
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A Vocal Learning Model: Development And Analysis

Silvia Pagliarini , Arthur Leblois , Xavier Hinaut
IMOL 2019 - Fourth International Workshop on Intrinsically Motivated Open-ended Learning, Jul 2019, Frankfurt, Germany
Conference poster hal-02413140v1
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From Phonemes to Sentence Comprehension: A Neurocomputational Model of Sentence Processing for Robots

Xavier Hinaut
SBDM2018 Satellite-Workshop on interfaces between Robotics, Artificial Intelligence and Neuroscience, May 2018, Paris, France
Conference poster hal-01964524v1
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A Simple Reservoir Model of Working Memory with Real Values

Anthony Strock , Nicolas P. Rougier , Xavier Hinaut
Third workshop on advanced methods in theoretical neuroscience, Jun 2018, Göttingen, Germany
Conference poster hal-01861784v1
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Replication of Laje & Mindlin's model producing synthetic syllables

Jean-Baptiste Zacchello , Xavier Hinaut , Arthur Leblois
European Birdsong Meeting, Apr 2018, Odense, Denmark. 2018
Conference poster hal-01964522v1
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Reservoir SMILES: Towards SensoriMotor Interaction of Language and Embodiment of Symbols with Reservoir Architectures

Xavier Hinaut
Artificial Intelligence [cs.AI]. Université de Bordeaux (UB), France, 2022
Habilitation à diriger des recherches tel-03946773v1