Xavier Hinaut
Présentation
Publications
Publications
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Discovering Vocal Chunks in Birdsong Using Language Model TokenizersICDL 2025 - IEEE International Conference on Development and Learning, Sep 2025, Prague, Czech Republic. ⟨10.5281/zenodo.6521932⟩ |
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ReMi: A Random Recurrent Neural Network Approach to Music ProductionICMC 2025 - International Computer Music Conference, Jun 2025, Boston (MA), United States |
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iss’L : interaction sonore sauvage à LannionDrôles d'objets - Un nouvel art de faire, Jun 2025, Lannion, France |
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Software Engineering Agents for Embodied Controller Generation : A Study in Minigrid EnvironmentsNeurIPS 2025 Efficient Reasoning Workshop, Dec 2025, San Diego (CA), United States |
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Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization ForecastICML'24: Proceedings of the 41st International Conference on Machine Learning, Jul 2024, Vienna, Austria. pp.13570--13591, ⟨10.5555/3692070⟩ |
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Déployer des LLMs en localDataquitaine 2024, Mar 2024, Bordeaux, France |
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Robot Language Acquisition Modelling via Cross-Situational Learning with Little DataVIHAR 2024 - 4th International Workshop on Vocal Interactivity in-and-between Humans, Animals and Robots, Sep 2024, Kos, Greece. pp.57--59 |
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Evolution des LLMs Open-SourceUnithé ou Café à l'Inria, Feb 2024, Bordeaux, France |
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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 TuningEA 2024 - 16th International Conference Artificial Evolution, Pierrick Legrand, Oct 2024, Bordeaux, France |
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Recurrent Attention NetworkBernstein Conference 2024, Sep 2024, Frankfurt Am Main, Germany |
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Modelling Cross-Situational Learning on Full Sentences in Few Shots with Simple RNNsCogSci 2024 - 46th Annual Meeting of the Cognitive Science Society, Jul 2024, Rotterdam, Netherlands |
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Tutorial on Sustainable Deep Learning for Time-series: Reservoir ComputingECML-PKDD 2024 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2024, Vilnius, Lithuania |
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Prediction of reaching movements with target information towards trans-humeral prosthesis control using Reservoir Computing and LSTMsICANN 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⟩ |
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Evolving Reservoirs for Meta Reinforcement LearningInternational 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⟩ |
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LLMs Local : Pourquoi et Comment ?Midis de la Bidouille à l'Inria, Nov 2023, Bordeaux, France |
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Sustainable Deep Learning for Time-series: Reservoir ComputingECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2023, Turino, Italy |
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Sample my Canary2023 Drôles d'Objets - Un nouvel art de faire, https://drolesdobjets23.sciencesconf.org/, May 2023, Nancy, France |
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ReservoirPy Sprint: Amélioration de ReservoirPy, un outil simple de Reservoir ComputingPyConFR 2023, Feb 2023, Bordeaux, France |
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MEG Encoding using Word Context Semantics in Listening StoriesINTERSPEECH 2023 - 24th INTERSPEECH Conference, INTERSPEECH, Aug 2023, Dublin, Ireland |
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Create Efficient and Complex Reservoir Computing Architectures with ReservoirPySAB 2022 - FROM ANIMALS TO ANIMATS 16: The 16th International Conference on the Simulation of Adaptive Behavior, Sep 2022, Cergy-Pontoise / Hybrid, France |
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Reservoir Computing : traitement efficace de séries temporelles avec ReservoirPyDataquitaine 2022 - 5ème journée IA, Recherche Opérationnelle & Data Science, Feb 2022, Bordeaux, France |
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Contrôle Biomimétique de Prothèse par réseaux de neuronesAMINA 2022 - 11ème édition du Workshop Applications Médicales de l'Informatique : Nouvelles Approches, Nov 2022, Monastir, Tunisie |
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Long Short-Term Memory of Language Models for Predicting Brain Activation During Listening to StoriesCogSci 2022 - Cognitive Science Society, Jul 2022, Toronto, Canada |
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Canary Vocal Sensorimotor Model with RNN Decoder and Low-dimensional GAN GeneratorICDL 2021- IEEE International Conference on Development and Learning, Aug 2021, Beijing, China |
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Canary Song Decoder: Transduction and Implicit Segmentation with ESNs and LTSMsICANN 2021 - 30th International Conference on Artificial Neural Networks, Sep 2021, Bratislava, Slovakia. pp.71--82, ⟨10.1007/978-3-030-86383-8_6⟩ |
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Which Hype for my New Task? Hints and Random Search for Reservoir Computing HyperparametersICANN 2021 - 30th International Conference on Artificial Neural Networks, Sep 2021, Bratislava, Slovakia |
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Reservoir Computing : théorie, intuitions et applications avec ReservoirPyPlate-Forme Intelligence Artificielle (PFIA), Jun 2021, Bordeaux, France |
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La Course 12--4--90Drôles d'objets 2021 - Un nouvel art de faire, Oct 2021, La Rochelle, France |
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ReservoirPy: an Efficient and User-Friendly Library to Design Echo State NetworksICANN 2020 - 29th International Conference on Artificial Neural Networks, Sep 2020, Bratislava, Slovakia |
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Cross-Situational Learning with Reservoir Computing for Language Acquisition Modelling2020 International Joint Conference on Neural Networks (IJCNN 2020), Jul 2020, Glasgow, Scotland, United Kingdom |
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Language Acquisition with Echo State Networks: Towards Unsupervised LearningICDL 2020 - IEEE International Conference on Development and Learning, Oct 2020, Valparaiso / Virtual, Chile |
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Hierarchical-Task Reservoir for Anytime POS Tagging from Continuous Speech2020 International Joint Conference on Neural Networks (IJCNN 2020), Jul 2020, Glasgow, Scotland, United Kingdom |
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Learning to Parse Grounded Language using Reservoir ComputingICDL-Epirob 2019 - Joint IEEE 9th International Conference on Development and Learning and Epigenetic Robotics, Aug 2019, Olso, Norway. ⟨10.1109/devlrn.2019.8850718⟩ |
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Using Conceptors to Transfer Between Long-Term and Short-Term MemoryArtificial Neural Networks and Machine Learning (ICANN) 2019, Sep 2019, Munich, Germany. pp.19-23, ⟨10.1007/978-3-030-30493-5_2⟩ |
A Reservoir Model for Intra-Sentential Code-Switching Comprehension in French and EnglishCogSci'19 - 41st Annual Meeting of the Cognitive Science Society, Jul 2019, Montréal, Canada |
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Learning an inverse model for vocal production: toward a bio-inspired modelEuropean Birdsong Meeting, Apr 2018, Odense, Denmark |
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Towards Biological Plausibility of Vocal Learning Models: a Short ReviewICDL-Epirob Workshop on Continual Unsupervised Sensorimotor Learning, Sep 2018, Tokyo, Japan |
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Which Input Abstraction is Better for a Robot Syntax Acquisition Model? Phonemes, Words or Grammatical Constructions?2018 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Sep 2018, Tokyo, Japan |
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A bio-inspired model towards vocal gesture learning in songbird2018 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Sep 2018, Tokyo, Japan |
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A Simple Reservoir Model of Working Memory with Real Values2018 International Joint Conference on Neural Networks (IJCNN), Jul 2018, Rio de Janeiro, Brazil. ⟨10.1109/IJCNN.2018.8489262⟩ |
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Syntactic Reanalysis in Language Models for Speech Recognition2017 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), Sep 2017, Lisbon, Portugal |
Modelling sentence processing with random recurrent neural networks and applications to roboticsWorkshop "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 |
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From Phonemes to Robot Commands with a Neural ParserIEEE ICDL-EPIROB Workshop on Language Learning, Sep 2017, Lisbon, Portugal. pp.1-2 |
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Neural coding of variable song structure in the songbirdEBM 2017 - European Birdsong Meeting, May 2017, Bordeaux, France. pp.1 |
Reservoir Computing for Robot Language AcquisitionIROS Workshop on Machine Learning Methods for High-Level Cognitive Capabilities in Robotics, Oct 2016, Daejon, South Korea |
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Recurrent Neural Network for Syntax Learning with Flexible RepresentationsIEEE ICDL-EPIROB Workshop on Language Learning, Dec 2016, Cergy, France |
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Recurrent Neural Network Sentence Parser for Multiple Languages with Flexible Meaning Representations for Home ScenariosIROS Workshop on Bio-inspired Social Robot Learning in Home Scenarios, Oct 2016, Daejon, South Korea |
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Using Natural Language Feedback in a Neuro-inspired Integrated Multimodal Robotic Architecture25th 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⟩ |
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Semantic Role Labelling for Robot Instructions using Echo State NetworksEuropean Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), Apr 2016, Bruges, Belgium |
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Activity recognition with echo state networks using 3D body joints and objects categoryEuropean Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), Apr 2016, Bruges, Belgium. pp.465 - 470 |
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Recurrent Neural Network for Syntax Learning with Flexible Predicates for Robotic ArchitecturesThe Sixth Joint IEEE International Conference Developmental Learning and Epigenetic Robotics (ICDL-EPIROB), Sep 2016, Cergy, France |
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A Recurrent Neural Network for Multiple Language Acquisition: Starting with English and FrenchProceedings of the NIPS Workshop on Cognitive Computation: Integrating Neural and Symbolic Approaches (CoCo 2015), Dec 2015, Montreal, Canada |
Humanoidly Speaking -How the Nao humanoid robot can learn the name of objects and interact with them through common speechInternational Joint Conference on Artificial Neural Networks – IJCAI, Video Competition, Jul 2015, Buenos Aires, Argentina |
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An Incremental Approach to Language Acquisition: Thematic Role Assignment with Echo State NetworksIn: 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⟩ |
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On-Line Learning of Lexical Items and Grammatical Constructions via Speech, Gaze and Action-Based Human-Robot InteractionINTERSPEECH 2013 - 14th Annual Conference of the International Speech Communication Association, Aug 2013, Lyon, France |
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Online Language Learning to Perform and Describe Actions for Human-Robot InteractionPost-Graduate Conference on Robotics and Development of Cognition, Sep 2012, Lausanne, Switzerland |
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On-Line Processing of Grammatical Structure Using Reservoir ComputingIn 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⟩ |
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A three-layered cortical network encodes identity and abstract categorical structure of behavioral sequences as in the primate lateral prefrontal cortexCinquième conférence plénière française de Neurosciences Computationnelles, "Neurocomp'10", Aug 2010, Lyon, France |
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Echo State TransformerJournée de l'EDMI 2025 - Journée annuelle de l'écode doctorale de mathématiques et d'informatique, Apr 2025, Talence (Bordeaux), France |
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MEG Encoding using Neural Language & Speech Models and Shared Context Semantics in Listening StoriesSNL 2023 - Society for the Neurobiology of Language, Oct 2023, Marseille, France. |
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Past Word Context Enables Better MEG Encoding Predictions than Current Word in Listening StoriesNeuroFrance 2023, May 2023, Lyon, France. |
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ReservoirPy: Efficient Training of Recurrent Neural Networks for Timeseries ProcessingEuroSciPy 2022 - 14th European Conference on Python in Science, Aug 2022, Basel, Switzerland |
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How distinct are Syntactic and Semantic Representations in the Brain During Sentence Comprehension?SNL 2022 - 14th Annual Meeting of the Society for Neurobiology of Language, Oct 2022, Philadelphia, United States. 2022 |
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Investigating Long-Term Context of Language Models on Brain Activity during Narrative Listening in fMRIFENS Forum 2022, Jul 2022, Paris, France |
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Learning to Parse Sentences with Cross-Situational Learning using Different Word Embeddings Towards Robot GroundingSpatial Language Understanding and Grounded Communication for Robotics Workshop, ACL-IJCNLP 2021, Aug 2021, Bangkok, Thailand. |
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Recurrent Neural Networks Models for Developmental Language Acquisition: Reservoirs Outperform LSTMsSNL 2020 - 12th Annual Meeting of the Society for the Neurobiology of Language, Oct 2020, Virtual Edition, Canada |
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A Vocal Learning Model: Development And AnalysisIMOL 2019 - Fourth International Workshop on Intrinsically Motivated Open-ended Learning, Jul 2019, Frankfurt, Germany |
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A Simple Reservoir Model of Working Memory with Real ValuesThird workshop on advanced methods in theoretical neuroscience, Jun 2018, Göttingen, Germany |
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Replication of Laje & Mindlin's model producing synthetic syllablesEuropean Birdsong Meeting, Apr 2018, Odense, Denmark. 2018 |
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From Phonemes to Sentence Comprehension: A Neurocomputational Model of Sentence Processing for RobotsSBDM2018 Satellite-Workshop on interfaces between Robotics, Artificial Intelligence and Neuroscience, May 2018, Paris, France |
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Hack1robo 2023 : Hackathon sur l'Intelligence Artificielle, la Robotique et les Sciences CognitivesInria & Labri, Université de Bordeaux. 2023 |
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A Comparative study of Neural Networks vs. Mechanistic ODE Models for Health Data ForecastingCentre Inria de l'Université de Bordeaux; Inserm. 2023 |
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Neurosmart, une histoire de cerveau et de passionné·e·s de science[Rapport Technique] RT-0509, Inria. 2020, pp.19 |
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Recurrent neural network weight estimation through backward tuning[Research Report] RR-9100, Inria Bordeaux Sud-Ouest. 2017, pp.1-54 |
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Reservoir SMILES: Towards SensoriMotor Interaction of Language and Embodiment of Symbols with Reservoir ArchitecturesArtificial Intelligence [cs.AI]. Université de Bordeaux (UB), France, 2022 |
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Exploration des TransformersMaster. France. 2023 |