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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-04693930
v1
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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-04896484
v1
|
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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-04850952
v1
|
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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-04850997
v1
|
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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-04721042
v1
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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-04905975
v1
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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-04906122
v1
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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-04908999
v1
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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-04700006
v1
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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-04354303
v1
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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-04851146
v1
|
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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-04404054
v1
|
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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-04154799
v1
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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-04401731
v1
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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-04148324
v1
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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-03761440
v1
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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-03945994
v1
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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-03940097
v1
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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-03697443
v1
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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-03482372
v1
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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-03203374
v2
|
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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-03203318
v2
|
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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-03533731
v1
|
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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-03533199
v1
|
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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-02595026
v2
|
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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-02594725
v1
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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-02926613
v1
|
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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-02594495
v1
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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-02422157
v1
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Using Conceptors to Transfer Between Long-Term and Short-Term Memory
Anthony Strock
,
Nicolas P. Rougier
,
Xavier Hinaut
Communication dans un congrès
hal-02387559
v1
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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-02432831
v1
|
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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-01963115
v1
|
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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-01942822
v1
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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-01889919
v2
|
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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-01906459
v2
|
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A Simple Reservoir Model of Working Memory with Real Values
Anthony Strock
,
Nicolas P. Rougier
,
Xavier Hinaut
Communication dans un congrès
hal-01803594
v1
|
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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-01558462
v2
|
|
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-01673440
v1
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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-01665823
v1
|
|
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-01665824
v1
|
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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-01417683
v1
|
|
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-01417060
v1
|
|
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-01417667
v1
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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-01417706
v1
|
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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-01417701
v1
|
|
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-01417710
v1
|
|
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-01417697
v1
|
|
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-02561258
v1
|
|
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-02561332
v1
|
|
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-02561290
v1
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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-02561340
v1
|
|
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-02561346
v1
|
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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-02561301
v1
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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-00553435
v1
|