Xavier Hinaut

55 papers A* 1A 2B 10C 1Journal 23Unranked 17
YearRankTypeTitle / Venue / Authors
2026 J jnl
Linear Reservoir: A Diagonalization-Based Optimization.
CoRR
Romain de Coudenhove, Yannis Bendi-Ouis, Anthony Strock, Xavier Hinaut
2025 J jnl
Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey).
Trans. Mach. Learn. Res.
Subba Reddy Oota, Zijiao Chen, Manish Gupta, Bapi Raju Surampudi, Gaël Jobard, Frédéric Alexandre, Xavier Hinaut
2025 J jnl
Echo State Transformer: When chaos brings memory.
CoRR
Yannis Bendi-Ouis, Xavier Hinaut
2025 J jnl
Less is More: some Computational Principles based on Parcimony, and Limitations of Natural Intelligence.
CoRR
Laura Cohen, Xavier Hinaut, Lilyana Petrova, Alexandre Pitti, Syd Reynal, Ichiro Tsuda
2025 J jnl
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy.
CoRR
Virgile Boraud, Yannis Bendi-Ouis, Paul Bernard, Xavier Hinaut
2025 J jnl
Software Engineering Agents for Embodied Controller Generation : A Study in Minigrid Environments.
CoRR
Timothé Boulet, Xavier Hinaut, Clément Moulin-Frier
2024 J jnl
Deploying Open-Source Large Language Models: A performance Analysis.
CoRR
Yannis Bendi-Ouis, Dan Dutarte, Xavier Hinaut
2024 — conf
Evolving Reservoirs for Meta Reinforcement Learning.
EvoApplications@EvoStar
Corentin Léger, Gautier Hamon, Eleni Nisioti, Xavier Hinaut, Clément Moulin-Frier
2024 B conf
Modelling Cross-Situational Learning on Full Sentences in Few Shots with Simple RNNs.
CogSci
Xavier Hinaut, Subba Reddy Oota, Alexandre Variengien, Frédéric Alexandre
2024 — conf
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.
EA
Thomas Ferté, Dan Dutartre, Boris P. Hejblum, Romain Griffier, Vianney Jouhet, Rodolphe Thiébaut, Xavier Hinaut, Pierrick Legrand
2024 — conf
Prediction of Reaching Movements with Target Information Towards Trans-humeral Prosthesis Control Using Reservoir Computing and LSTMs.
ICANN (10)
Paul Bernard, Frédéric Alexandre, Xavier Hinaut
2024 A* conf
Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast.
ICML
Thomas Ferté, Dan Dutartre, Boris P. Hejblum, Romain Griffier, Vianney Jouhet, Rodolphe Thiébaut, Pierrick Legrand, Xavier Hinaut
2023 J jnl
Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey).
CoRR
Subba Reddy Oota, Manish Gupta, Raju S. Bapi, Gaël Jobard, Frédéric Alexandre, Xavier Hinaut
2023 J jnl
Evolving Reservoirs for Meta Reinforcement Learning.
CoRR
Corentin Léger, Gautier Hamon, Eleni Nisioti, Xavier Hinaut, Clément Moulin-Frier
2023 J jnl
Latent Space Exploration and Functionalization of a Gated Working Memory Model Using Conceptors.
Cogn. Comput.
Anthony Strock, Nicolas P. Rougier, Xavier Hinaut
2023 A conf
MEG Encoding using Word Context Semantics in Listening Stories.
INTERSPEECH
Subba Reddy Oota, Nathan Trouvain, Frédéric Alexandre, Xavier Hinaut
2022 B conf
Bilingual Sentence Processing: when Models Meet Experiments.
CogSci
Stefan L. Frank, Xavier Hinaut, Edith Kaan, Yung Han Khoe, Lin Chen, Irene Elisabeth Winther, Yevgen Matusevych
2022 — conf
Create Efficient and Complex Reservoir Computing Architectures with ReservoirPy.
SAB
Nathan Trouvain, Nicolas P. Rougier, Xavier Hinaut
2022 J jnl
Hierarchical-Task Reservoir for Online Semantic Analysis From Continuous Speech.
IEEE Trans. Neural Networks Learn. Syst.
Luca Pedrelli, Xavier Hinaut
2022 B conf
Long-Term Plausibility of Language Models and Neural Dynamics during Narrative Listening.
CogSci
Subba Reddy Oota, Frédéric Alexandre, Xavier Hinaut
2022 — book
Reservoir SMILES: Towards SensoriMotor Interaction of Language and Embodiment of Symbols with Reservoir Architectures.
Xavier Hinaut
2021 — conf
Canary Song Decoder: Transduction and Implicit Segmentation with ESNs and LTSMs.
ICANN (5)
Nathan Trouvain, Xavier Hinaut
2021 — conf
Canary Vocal Sensorimotor Model with RNN Decoder and Low-dimensional GAN Generator.
ICDL
Silvia Pagliarini, Arthur Leblois, Xavier Hinaut
2021 J jnl
Editorial: Language and Robotics.
Frontiers Robotics AI
Tadahiro Taniguchi, Takato Horii, Xavier Hinaut, Michael Spranger, Daichi Mochihashi, Takayuki Nagai
2021 J jnl
Higher Cognitive Functions in Bio-Inspired Artificial Intelligence.
ERCIM News
Frédéric Alexandre, Xavier Hinaut, Nicolas P. Rougier, Thierry Viéville
2021 J jnl
Vocal Imitation in Sensorimotor Learning Models: A Comparative Review.
IEEE Trans. Cogn. Dev. Syst.
Silvia Pagliarini, Arthur Leblois, Xavier Hinaut
2021 — conf
Which Hype for My New Task? Hints and Random Search for Echo State Networks Hyperparameters.
ICANN (5)
Xavier Hinaut, Nathan Trouvain
2020 J jnl
A Robust Model of Gated Working Memory.
Neural Comput.
Anthony Strock, Xavier Hinaut, Nicolas P. Rougier
2020 J jnl
A journey in ESN and LSTM visualisations on a language task.
CoRR
Alexandre Variengien, Xavier Hinaut
2020 B conf
Cross-Situational Learning with Reservoir Computing for Language Acquisition Modelling.
IJCNN
Alexis Juven, Xavier Hinaut
2020 B conf
Hierarchical-Task Reservoir for Anytime POS Tagging from Continuous Speech.
IJCNN
Luca Pedrelli, Xavier Hinaut
2020 — conf
Language Acquisition with Echo State Networks: Towards Unsupervised Learning.
ICDL-EPIROB
Thanh Trung Dinh, Xavier Hinaut
2020 — conf
ReservoirPy: An Efficient and User-Friendly Library to Design Echo State Networks.
ICANN (2)
Nathan Trouvain, Luca Pedrelli, Thanh Trung Dinh, Xavier Hinaut
2020 J jnl
Teach Your Robot Your Language! Trainable Neural Parser for Modeling Human Sentence Processing: Examples for 15 Languages.
IEEE Trans. Cogn. Dev. Syst.
Xavier Hinaut, Johannes Twiefel
2020 J jnl
Transfer between long-term and short-term memory using Conceptors.
CoRR
Anthony Strock, Nicolas P. Rougier, Xavier Hinaut
2019 B conf
A Reservoir Model for Intra-Sentential Code Switching Comprehension in French and English.
CogSci
Pauline Detraz, Xavier Hinaut
2019 — conf
Learning to Parse Grounded Language using Reservoir Computing.
ICDL-EPIROB
Xavier Hinaut, Michael Spranger
2019 J jnl
Section focused on machine learning methods for high-level cognitive capabilities in robotics.
Adv. Robotics
Tetsunari Inamura, Hiroki Yokoyama, Emre Ugur, Xavier Hinaut, Michael Beetz, Tadahiro Taniguchi
2019 — conf
Using Conceptors to Transfer Between Long-Term and Short-Term Memory.
ICANN (Workshop)
Anthony Strock, Nicolas P. Rougier, Xavier Hinaut
2018 B conf
A Simple Reservoir Model of Working Memory with Real Values.
IJCNN
Anthony Strock, Nicolas P. Rougier, Xavier Hinaut
2018 J jnl
A Simple Reservoir Model of Working Memory with Real Values.
CoRR
Anthony Strock, Nicolas P. Rougier, Xavier Hinaut
2018 — conf
A bio-inspired model towards vocal gesture learning in songbird.
ICDL-EPIROB
Silvia Pagliarini, Xavier Hinaut, Arthur Leblois
2018 — conf
Which Input Abstraction is Better for a Robot Syntax Acquisition Model? Phonemes, Words or Grammatical Constructions?
ICDL-EPIROB
Xavier Hinaut
2017 J jnl
Sustainable computational science: the ReScience initiative.
CoRR
Nicolas P. Rougier, Konrad Hinsen, Frédéric Alexandre, Thomas Arildsen, Lorena A. Barba, Fabien C. Y. Benureau, C. Titus Brown, Pierre de Buyl, Ozan Caglayan, Andrew P. Davison, Marc-André Delsuc, Georgios Detorakis, Alexandra K. Diem, Damien Drix, Pierre Enel, Benoît Girard, Olivia Guest, Matt G. Hall, Rafael Neto Henriques, Xavier Hinaut, Kamil S. Jaron, Mehdi Khamassi, Almar Klein, Tiina Manninen, Pietro Marchesi, Dan McGlinn, Christoph Metzner, Owen L. Petchey, Hans Ekkehard Plesser, Timothée Poisot, Karthik Ram, Yoav Ram, Etienne B. Roesch, Cyrille Rossant, Vahid Rostami, Aaron Shifman, Jemma Stachelek, Marcel Stimberg, Frank Stollmeier, Federico Vaggi, Guillaume Viejo, Julien Vitay, Anya E. Vostinar, Roman Yurchak, Tiziano Zito
2017 J jnl
Sustainable computational science: the ReScience initiative.
PeerJ Comput. Sci.
Nicolas P. Rougier, Konrad Hinsen, Frédéric Alexandre, Thomas Arildsen, Lorena A. Barba, Fabien C. Y. Benureau, C. Titus Brown, Pierre de Buyl, Ozan Caglayan, Andrew P. Davison, Marc-André Delsuc, Georgios Detorakis, Alexandra K. Diem, Damien Drix, Pierre Enel, Benoît Girard, Olivia Guest, Matt G. Hall, Rafael Neto Henriques, Xavier Hinaut, Kamil S. Jaron, Mehdi Khamassi, Almar Klein, Tiina Manninen, Pietro Marchesi, Dan McGlinn, Christoph Metzner, Owen L. Petchey, Hans Ekkehard Plesser, Timothée Poisot, Karthik Ram, Yoav Ram, Etienne B. Roesch, Cyrille Rossant, Vahid Rostami, Aaron Shifman, Jemma Stachelek, Marcel Stimberg, Frank Stollmeier, Federico Vaggi, Guillaume Viejo, Julien Vitay, Anya E. Vostinar, Roman Yurchak, Tiziano Zito
2017 — conf
Syntactic reanalysis in language models for speech recognition.
ICDL-EPIROB
Johannes Twiefel, Xavier Hinaut, Stefan Wermter
2016 B conf
Activity recognition with echo state networks using 3D body joints and objects category.
ESANN
Luiza Mici, Xavier Hinaut, Stefan Wermter
2016 — conf
Recurrent Neural Network for syntax learning with flexible predicates for robotic architectures.
ICDL-EPIROB
Xavier Hinaut, Johannes Twiefel, Stefan Wermter
2016 B conf
Semantic Role Labelling for Robot Instructions using Echo State Networks.
ESANN
Johannes Twiefel, Xavier Hinaut, Stefan Wermter
2016 B conf
Using natural language feedback in a neuro-inspired integrated multimodal robotic architecture.
RO-MAN
Johannes Twiefel, Xavier Hinaut, Marcelo Borghetti Soares, Erik Strahl, Stefan Wermter
2015 — conf
A Recurrent Neural Network for Multiple Language Acquisition: Starting with English and French.
CoCo@NIPS
Xavier Hinaut, Johannes Twiefel, Maxime Petit, Peter Ford Dominey, Stefan Wermter
2014 C conf
An Incremental Approach to Language Acquisition: Thematic Role Assignment with Echo State Networks.
ICANN
Xavier Hinaut, Stefan Wermter
2014 J jnl
Exploring the acquisition and production of grammatical constructions through human-robot interaction with echo state networks.
Frontiers Neurorobotics
Xavier Hinaut, Maxime Petit, Grégoire Pointeau, Peter F. Dominey
2013 A conf
On-line learning of lexical items and grammatical constructions via speech, gaze and action-based human-robot interaction.
INTERSPEECH
Grégoire Pointeau, Maxime Petit, Xavier Hinaut, Guillaume Gibert, Peter Ford Dominey
2012 — conf
On-Line Processing of Grammatical Structure Using Reservoir Computing.
ICANN (1)
Xavier Hinaut, Peter F. Dominey