Xavier Hinaut

Scientific articles

• Latent Space Exploration and Functionalization of a Gated Working Memory Model Using Conceptors
  Anthony Strock, Nicolas P. Rougier, Xavier Hinaut.
  Cogn Comput. 2022-01-22.
  10.1007/s12559-020-09797-3
• Create Efficient and Complex Reservoir Computing Architectures with ReservoirPy
  Nathan Trouvain, Nicolas Rougier, Xavier Hinaut.
  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
  Silvia Pagliarini, Arthur Leblois, Xavier Hinaut.
  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
  Nathan Trouvain, Xavier Hinaut.
  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
  Luca Pedrelli, Xavier Hinaut.
  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
  Xavier Hinaut, Nathan Trouvain.
  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
  Thanh Trung Dinh, Xavier Hinaut.
  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
  Xavier Hinaut, Johannes Twiefel.
  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
  Nathan Trouvain, Luca Pedrelli, Thanh Trung Dinh, Xavier Hinaut.
  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
  Xavier Hinaut, Michael Spranger.
  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
  Tetsunari Inamura, Hiroki Yokoyama, Emre Ugur, Xavier Hinaut, Michael Beetze, Tadahiro Taniguchi.
  Advanced Robotics. 2019-06-03. 33(11) : 537-538.
  10.1080/01691864.2019.1625183
• A Robust Model of Gated Working Memory
  Anthony Strock, Xavier Hinaut, Nicolas P. Rougier.
  . 2019-03-28.
  10.1101/589564
• Using Conceptors to Transfer Between Long-Term and Short-Term Memory
  Anthony Strock, Nicolas Rougier, Xavier Hinaut.
  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
  Silvia Pagliarini, Xavier Hinaut, Arthur Leblois.
  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?
  Xavier Hinaut.
  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
  Anthony Strock, Nicolas P. Rougier, Xavier Hinaut.
  2018 International Joint Conference on Neural Networks (IJCNN). 2018-07-01.
  10.1109/IJCNN.2018.8489262
• 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). 2017-09-01.
  10.1109/DEVLRN.2017.8329810
• Recurrent Neural Network for syntax learning with flexible predicates for robotic architectures
  Xavier Hinaut, Johannes Twiefel, Stefan Wermter.
  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
  Johannes Twiefel, Xavier Hinaut, Marcelo Borghetti, Erik Strahl, Stefan Wermter.
  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
  Xavier Hinaut, Florian Lance, Colas Droin, Maxime Petit, Gregoire Pointeau, Peter Ford Dominey.
  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
  Xavier Hinaut, Maxime Petit, Gregoire Pointeau, Peter Ford Dominey.
  Front. Neurorobot.. 2014-05-06. 8
  10.3389/fnbot.2014.00016
• An incremental approach to language acquisition: Thematic role assignment with echo state networks
  Xavier Hinaut, Stefan Wermter.
  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
  Xavier Hinaut, Peter Ford Dominey.
  PLoS ONE. 2013-02-01. 8(2) : e52946.
  10.1371/journal.pone.0052946
• On-line processing of grammatical structure using reservoir computing
  Xavier Hinaut, Peter F. Dominey.
  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
  Xavier Hinaut, Peter Ford Dominey.
  Journal of Physiology-Paris. 2011-01-01. 105(1-3) : 16-24.
  10.1016/j.jphysparis.2011.07.010