Xavier Hinaut
Chercheur
CR / INRIA/ Contact
xavier(dot)hinaut(at)inria(dot)fr
+33 5 33 51 48 01
www.orcid.org/0000-0002-1924-1184
/ Adresse
IMN - UMR 5293 - CNRS/Université de Bordeaux - Centre Broca Nouvelle-Aquitaine – 3e étage - 146 rue Léo-Saignat- CS 61292 – Case 28 - 33076 Bordeaux cedex - France
Publications
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Prediction of Reaching Movements with Target Information Towards Trans-humeral Prosthesis Control Using Reservoir Computing and LSTMs
Lecture Notes in Computer Science. 2024-01-01. : 142-155.
10.1007/978-3-031-72359-9_11 -
Latent Space Exploration and Functionalization of a Gated Working Memory Model Using Conceptors
Cogn Comput. 2022-01-22.
10.1007/s12559-020-09797-3 -
Create Efficient and Complex Reservoir Computing Architectures with ReservoirPy
From Animals to Animats 16. 2022-01-01. : 91-102.
10.1007/978-3-031-16770-6_8 -
Vocal Imitation in Sensorimotor Learning Models: A Comparative Review
IEEE Trans. Cogn. Dev. Syst.. 2021-06-01. 13(2) : 326-342.
10.1109/TCDS.2020.3041179 -
Canary Song Decoder: Transduction and Implicit Segmentation with ESNs and LTSMs
Lecture Notes in Computer Science. 2021-01-01. : 71-82.
10.1007/978-3-030-86383-8_6 -
Hierarchical-Task Reservoir for Online Semantic Analysis From Continuous Speech
IEEE Trans. Neural Netw. Learning Syst.. 2021-01-01. : 1-10.
10.1109/TNNLS.2021.3095140 -
Which Hype for My New Task? Hints and Random Search for Echo State Networks Hyperparameters
Lecture Notes in Computer Science. 2021-01-01. : 83-97.
10.1007/978-3-030-86383-8_7 -
Language Acquisition with Echo State Networks: Towards Unsupervised Learning
2020 Joint IEEE 10th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob). 2020-10-26.
10.1109/ICDL-EpiRob48136.2020.9278041 -
Teach Your Robot Your Language! Trainable Neural Parser for Modeling Human Sentence Processing: Examples for 15 Languages
IEEE Trans. Cogn. Dev. Syst.. 2020-06-01. 12(2) : 179-188.
10.1109/TCDS.2019.2957006 -
ReservoirPy: An Efficient and User-Friendly Library to Design Echo State Networks
Artificial Neural Networks and Machine Learning – ICANN 2020. 2020-01-01. : 494-505.
10.1007/978-3-030-61616-8_40 -
Learning to Parse Grounded Language using Reservoir Computing
2019 Joint IEEE 9th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob). 2019-08-01.
10.1109/DEVLRN.2019.8850718 -
Section focused on machine learning methods for high-level cognitive capabilities in robotics
Advanced Robotics. 2019-06-03. 33(11) : 537-538.
10.1080/01691864.2019.1625183 -
A Robust Model of Gated Working Memory
. 2019-03-28.
10.1101/589564 -
Using Conceptors to Transfer Between Long-Term and Short-Term Memory
Artificial Neural Networks and Machine Learning – ICANN 2019: Workshop and Special Sessions. 2019-01-01. : 19-23.
10.1007/978-3-030-30493-5_2 -
A bio-inspired model towards vocal gesture learning in songbird
2018 Joint IEEE 8th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob). 2018-09-01.
10.1109/DEVLRN.2018.8761009 -
Which input abstraction is better for a robot syntax acquisition model? phonemes, words or grammatical constructions?
2018 Joint IEEE 8th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob). 2018-09-01.
10.1109/DEVLRN.2018.8761025 -
A Simple Reservoir Model of Working Memory with Real Values
2018 International Joint Conference on Neural Networks (IJCNN). 2018-07-01.
10.1109/IJCNN.2018.8489262 -
Syntactic reanalysis in language models for speech recognition
2017 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob). 2017-09-01.
10.1109/DEVLRN.2017.8329810 -
Recurrent Neural Network for syntax learning with flexible predicates for robotic architectures
2016 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob). 2016-09-01.
10.1109/DEVLRN.2016.7846807 -
Using natural language feedback in a neuro-inspired integrated multimodal robotic architecture
2016 25th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN). 2016-08-01.
10.1109/ROMAN.2016.7745090 -
Corticostriatal response selection in sentence production: Insights from neural network simulation with reservoir computing
Brain and Language. 2015-11-01. 150 : 54-68.
10.1016/j.bandl.2015.08.002 -
Exploring the acquisition and production of grammatical constructions through human-robot interaction with echo state networks
Front. Neurorobot.. 2014-05-06. 8
10.3389/fnbot.2014.00016 -
An incremental approach to language acquisition: Thematic role assignment with echo state networks
Artificial Neural Networks and Machine Learning – ICANN 2014. 2014-01-01. : 33-40.
10.1007/978-3-319-11179-7_5 -
Real-Time Parallel Processing of Grammatical Structure in the Fronto-Striatal System: A Recurrent Network Simulation Study Using Reservoir Computing
PLoS ONE. 2013-02-01. 8(2) : e52946.
10.1371/journal.pone.0052946 -
On-line processing of grammatical structure using reservoir computing
Artificial Neural Networks and Machine Learning – ICANN 2012. 2012-01-01. : 596-603.
10.1007/978-3-642-33269-2_75 -
A three-layered model of primate prefrontal cortex encodes identity and abstract categorical structure of behavioral sequences
Journal of Physiology-Paris. 2011-01-01. 105(1-3) : 16-24.
10.1016/j.jphysparis.2011.07.010