Xavier Hinaut

104
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Publications

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Reservoir Computing in R: a Tutorial for Using reservoirnet to Predict Complex Time-Series

Thomas Ferté , Kalidou Ba , Dan Dutartre , Pierrick Legrand , Vianney Jouhet et al.

Computo, 2025, ⟨10.57750/arxn-6z34⟩

Article dans une revue hal-05208084v1
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Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)

Subba Reddy Oota , Zijiao Chen , Manish Gupta , Bapi Raju Surampudi , Gaël Jobard et al.

Transactions on Machine Learning Research Journal, 2024

Article dans une revue hal-04906035v1
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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⟩

Article dans une revue hal-02494493v2
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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

Article dans une revue hal-03189215v1
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Editorial: Language and Robotics

Tadahiro Taniguchi , Takato Horii , Xavier Hinaut , Michael Spranger , Daichi Mochihashi et al.

Frontiers in Robotics and AI, 2021, 8, ⟨10.3389/frobt.2021.674832⟩

Article dans une revue hal-03533733v1
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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⟩

Article dans une revue hal-03031413v3
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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⟩

Article dans une revue hal-02317144v2

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⟩

Article dans une revue hal-01964541v1
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A Robust Model of Gated Working Memory

Anthony Strock , Xavier Hinaut , Nicolas P. Rougier

Neural Computation, 2019, 32 (1), pp.153-181. ⟨10.1162/neco_a_01249⟩

Article dans une revue hal-02371659v1
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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 et al.

Advanced Robotics, 2019, 33 (11), pp.537-538. ⟨10.1080/01691864.2019.1625183⟩

Article dans une revue hal-02432787v1
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Sustainable computational science: the ReScience initiative

Nicolas P. Rougier , Konrad Hinsen , Frédéric Alexandre , Thomas Arildsen , Lorena Barba et al.

PeerJ Computer Science, 2017, 3, pp.e142. ⟨10.7717/peerj-cs.142⟩

Article dans une revue 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 et al.

Brain and Language, 2015, 150, pp.54 - 68. ⟨10.1016/j.bandl.2015.08.002⟩

Article dans une revue istex 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⟩

Article dans une revue 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⟩

Article dans une revue 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⟩

Article dans une revue istex hal-02613026v1
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Discovering Vocal Chunks in Birdsong Using Language Model Tokenizers

Axel Arnaud , Xavier Hinaut

ICDL 2025 - IEEE International Conference on Development and Learning, Sep 2025, Prague, Czech Republic. ⟨10.5281/zenodo.6521932⟩

Communication dans un congrès hal-05160051v1
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ReMi: A Random Recurrent Neural Network Approach to Music Production

Hugo Chateau-Laurent , Tara Vanhatalo , Wei-Tung Pan , Xavier Hinaut

ICMC 2025 - International Computer Music Conference, Jun 2025, Boston (MA), United States

Communication dans un congrès hal-05393077v1
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iss’L : interaction sonore sauvage à Lannion

Xavier Hinaut

Drôles d'objets - Un nouvel art de faire, Jun 2025, Lannion, France

Communication dans un congrès hal-05399476v1
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Software Engineering Agents for Embodied Controller Generation : A Study in Minigrid Environments

Timothé Boulet , Xavier Hinaut , Clément Moulin-Frier

NeurIPS 2025 Efficient Reasoning Workshop, Dec 2025, San Diego (CA), United States

Communication dans un congrès hal-05330526v2
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Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast

Thomas Ferté , Dan Dutartre , Boris P. Hejblum , Romain Griffier , Vianney Jouhet et al.

ICML'24: Proceedings of the 41st International Conference on Machine Learning, Jul 2024, Vienna, Austria. pp.13570--13591, ⟨10.5555/3692070⟩

Communication dans un congrès hal-04693930v1
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Déployer des LLMs en local

Yannis Bendi-Ouis , Xavier Hinaut

Dataquitaine 2024, Mar 2024, Bordeaux, France

Communication dans un congrès hal-04850952v1
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Robot Language Acquisition Modelling via Cross-Situational Learning with Little Data

Xavier Hinaut

VIHAR 2024 - 4th International Workshop on Vocal Interactivity in-and-between Humans, Animals and Robots, Sep 2024, Kos, Greece. pp.57--59

Communication dans un congrès hal-04896484v1
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Evolution des LLMs Open-Source

Yannis Bendi-Ouis , Xavier Hinaut

Unithé ou Café à l'Inria, Feb 2024, Bordeaux, France

Communication dans un congrès hal-04850997v1
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Optimizing Reservoir Computing with Genetic Algorithm for High-Dimensional SARS-CoV-2 Hospitalization Forecasting: Impacts of Genetic Algorithm Hyperparameters on Feature Selection and Reservoir Computing Hyperparameter Tuning

Thomas Ferté , Dan Dutartre , Boris P. Hejblum , Romain Griffier , Vianney Jouhet et al.

EA 2024 - 16th International Conference Artificial Evolution, Pierrick Legrand, Oct 2024, Bordeaux, France

Communication dans un congrès hal-04905975v1
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Recurrent Attention Network

Yannis Bendi-Ouis , Xavier Hinaut

Bernstein Conference 2024, Sep 2024, Frankfurt Am Main, Germany

Communication dans un congrès hal-04721042v1
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Modelling Cross-Situational Learning on Full Sentences in Few Shots with Simple RNNs

Xavier Hinaut , Subba Reddy Oota , Alexandre Variengien , Frédéric Alexandre

CogSci 2024 - 46th Annual Meeting of the Cognitive Science Society, Jul 2024, Rotterdam, Netherlands

Communication dans un congrès hal-04906122v1
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Tutorial on Sustainable Deep Learning for Time-series: Reservoir Computing

Andrea Ceni , Peter Ford Dominey , Claudio Gallicchio , Xavier Hinaut , Gianluca Milano

ECML-PKDD 2024 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2024, Vilnius, Lithuania

Communication dans un congrès hal-04908999v1
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Prediction of reaching movements with target information towards trans-humeral prosthesis control using Reservoir Computing and LSTMs

Paul Bernard , Frédéric Alexandre , Xavier Hinaut

ICANN 2024 - 33rd International Conference on Artificial Neural Networks and Machine Learning, Sep 2024, Lugano, Switzerland. pp.142--155, ⟨10.1007/978-3-031-72359-9_11⟩

Communication dans un congrès hal-04700006v1

Evolving Reservoirs for Meta Reinforcement Learning

Corentin Léger , Gautier Hamon , Eleni Nisioti , Xavier Hinaut , Clément Moulin-Frier

International Conference on the Applications of Evolutionary Computation (Part of EvoStar), Apr 2024, Aberystwyth, United Kingdom. pp.36-60, ⟨10.1007/978-3-031-56855-8_3⟩

Communication dans un congrès hal-04354303v1
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LLMs Local : Pourquoi et Comment ?

Yannis Bendi-Ouis , Xavier Hinaut

Midis de la Bidouille à l'Inria, Nov 2023, Bordeaux, France

Communication dans un congrès hal-04851146v1
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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

Communication dans un congrès hal-04404054v1
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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

Communication dans un congrès hal-04154799v1
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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

Communication dans un congrès hal-04401731v1
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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

Communication dans un congrès hal-04148324v1
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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

Communication dans un congrès hal-03761440v1
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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

Communication dans un congrès 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

Communication dans un congrès 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

Communication dans un congrès hal-03697443v1
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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

Communication dans un congrès hal-03482372v1
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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⟩

Communication dans un congrès hal-03203374v2
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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

Communication dans un congrès hal-03203318v2
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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

Communication dans un congrès hal-03533731v1
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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

Communication dans un congrès hal-03533199v1
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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

Communication dans un congrès hal-02595026v2
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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

Communication dans un congrès hal-02594725v1
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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

Communication dans un congrès hal-02926613v1
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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

Communication dans un congrès hal-02594495v1
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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⟩

Communication dans un congrès 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⟩

Communication dans un congrès hal-02387559v1

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

Communication dans un congrès hal-02432831v1
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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

Communication dans un congrès hal-01963115v1
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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

Communication dans un congrès hal-01942822v1
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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

Communication dans un congrès hal-01889919v2
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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

Communication dans un congrès hal-01906459v2
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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⟩

Communication dans un congrès hal-01803594v1
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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

Communication dans un congrès hal-01558462v2

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

Communication dans un congrès hal-01673440v1
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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

Communication dans un congrès hal-01665823v1
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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

Communication dans un congrès hal-01665824v1

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

Communication dans un congrès hal-01417683v1
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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

Communication dans un congrès 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

Communication dans un congrès hal-01417667v1
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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⟩

Communication dans un congrès hal-01417706v1
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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

Communication dans un congrès 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

Communication dans un congrès hal-01417710v1
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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

Communication dans un congrès hal-01417697v1
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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

Communication dans un congrès 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 et al.

International Joint Conference on Artificial Neural Networks – IJCAI, Video Competition, Jul 2015, Buenos Aires, Argentina

Communication dans un congrès 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⟩

Communication dans un congrès 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

Communication dans un congrès hal-02561340v1
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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

Communication dans un congrès hal-02561346v1
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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⟩

Communication dans un congrès hal-02561301v1
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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

Communication dans un congrès hal-00553435v1
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Echo State Transformer

Yannis Bendi-Ouis , Xavier Hinaut

Journée de l'EDMI 2025 - Journée annuelle de l'écode doctorale de mathématiques et d'informatique, Apr 2025, Talence (Bordeaux), France

Poster de conférence hal-04991876v1
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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.

Poster de conférence hal-04401769v1
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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.

Poster de conférence hal-04154794v1
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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

Poster de conférence 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

Poster de conférence 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

Poster de conférence 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.

Poster de conférence 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

Poster de conférence 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

Poster de conférence hal-02413140v1
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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

Poster de conférence 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

Poster de conférence hal-01964522v1
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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

Poster de conférence hal-01964524v1
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Echo State Transformer: Attention Over Finite Memories

Yannis Bendi-Ouis , Xavier Hinaut

2026

Pré-publication, Document de travail hal-05080235v3
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Linear Reservoir: A Diagonalization-Based Optimization

Romain de Coudenhove , Yannis Bendi-Ouis , Anthony Strock , Xavier Hinaut

2026

Pré-publication, Document de travail hal-05521416v1
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Bootstrapping Poverty of the Stimulus Through Random Projections

Xavier Hinaut

2026

Pré-publication, Document de travail hal-05519822v1
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ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy

Virgile Boraud , Yannis Bendi-Ouis , Paul Bernard , Xavier Hinaut

2025

Pré-publication, Document de travail hal-05132988v1
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Epidemic Forecasting: Lessons Learned from the SARS-CoV-2 Pandemic to Balance Accuracy, Feasibility, and Impact

Thomas Ferté , Vincent Thevenet , Xavier Hinaut , Pierrick Legrand , Dan Dutartre et al.

2025

Pré-publication, Document de travail hal-05392781v1
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Less is More: some Computational Principles based on Parcimony, and Limitations of Natural Intelligence

Laura Cohen , Xavier Hinaut , Lilyana Valentinova Petrova , Alexandre Pitti , Syd Reynal et al.

2025

Pré-publication, Document de travail hal-05396285v1
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Recurrent neural network models reveal unified mechanisms generating event-related potentials from MMN to P300

Anthony Strock , Trang-Anh E Nghiem , Nathan Trouvain , Percy K Mistry , Xavier Hinaut et al.

2025

Pré-publication, Document de travail hal-05393834v1
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Deploying Open-Source Large Language Models: A Performance Analysis

Yannis Bendi-Ouis , Dan Dutartre , Xavier Hinaut

2024

Pré-publication, Document de travail (preprint/prepublication) hal-04777469v2
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Cross-Situational Learning Towards Robot Grounding

Subba Reddy Oota , Frédéric Alexandre , Xavier Hinaut

2022

Pré-publication, Document de travail hal-03628290v2
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reservoirpy: A Simple and Flexible Reservoir Computing Tool in Python

Nathan Trouvain , Xavier Hinaut

2022

Pré-publication, Document de travail hal-03699931v1
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What does the Canary Say? Low-Dimensional GAN Applied to Birdsong

Silvia Pagliarini , Nathan Trouvain , Arthur Leblois , Xavier Hinaut

2021

Pré-publication, Document de travail hal-03244723v2
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A Journey in ESN and LSTM Visualisations on a Language Task

Alexandre Variengien , Xavier Hinaut

2020

Pré-publication, Document de travail hal-03030248v1

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

Xavier Hinaut , Johannes Twiefel

2017

Pré-publication, Document de travail hal-01665807v1