For up-to-date publications, see my ResearchGate or Google Scholar profile pages.

For supplementary material (source code, corpora, etc.) please see the Downloads page.

Video Publications:
  1. [NEW!] X. Hinaut, J. Twiefel, M. Borghetti Soares, P. Barros, L. Mici, S. Wermter (2015) Humanoidly Speaking – How the Nao humanoid robot can learn the name of objects and interact with them through common speech. IJCAI 2015 (video competition link). Our video link
  • Software (to make the same experiment than in the video): Take a look at "Syntactic Reservoir Model" and "DOCKS" on the WTM team sofware webpage to download and try the source code.
Journal Publications:
  1. [NEW!] X. Hinaut, F. Lance, C. Drouin, M. Petit, G. Pointeau, P.F. Dominey (2015) Cortico-Striatal Response Selection in Sentence Production: Insights from neural network simulation with Reservoir Computing. Brain and Language, vol. 150, Nov. 2015, pp. 54–68. doi:10.1016/j.bandl.2015.08.002 HTML PDF
  2. X. Hinaut, M. Petit, G. Pointeau, P.F. Dominey (2014) Exploring the Acquisition and Production of Grammatical Constructions Through Human-Robot Interaction. Frontiers in NeuroRobotics 8:16. HTML PDF
  3. X. Hinaut, P.F. Dominey (2013) Real-Time Parallel Processing of Grammatical Structure in the Fronto-Striatal System: A Recurrent Network Simulation Study Using Reservoir Computing. PloS ONE 8(2): e52946. doi:10.1371/journal.pone.0052946 HTML PDF
  4. X. Hinaut, P.F. Dominey (2011) A three-layered model of primate prefrontal cortex encodes identity and abstract categorical structure of behavioral sequences. Journal of physiology - Paris, vol. 105, pp. 16–24. doi:10.1016/j.jphysparis.2011.07.010 PDF

Conference Publications: 

    1. [NEW!] X. Hinaut, J. Twiefel, M. Petit, P.F. Dominey, S. Wermter (2015) A Recurrent Neural Network for Multiple Language Acquisition: Starting with English and French. Workshop on "Cognitive Computation: Integrating Neural and Symbolic Approaches", CoCo @ NIPS 2015. PDF
    2. X. Hinaut, S. Wermter (2014) An Incremental Approach to Language Acquisition: Thematic Role Assignment with Echo State Networks. In Wermter, S., et al., Proc. of the 24th International Conference on Artificial Neural Networks (ICANN 2014), pp. 33-40. Hamburg, September 2014. PDF
    3. G. Pointeau, M. Petit, X. Hinaut, G. Giber, P.F. Dominey (2013) On-Line Learning of Lexical Items and Grammatical Constructions via Speech, Gaze and Action-Based Human-Robot Interaction. In Interspeech 2013, Lyon, August 2013. PDF
    4. X. Hinaut, P.F. Dominey (2012) On-Line Processing of Grammatical Structure Publications Using Reservoir Computing. In: A.E.P. Villa, et al. (ed.), ICANN 2012,
      LNCS, vol. 7552, pp. 596–603. PDF
    5. X. Hinaut, M. Petit, P.F. Dominey (2012) Online Language Learning to Perform and Describe Actions for Human-Robot Interaction. In: Szufnarowska J, editor. Proceedings of the Postgraduate Conference on Robotics and Development of Cognition. Lausanne, Switzerland. p. 59. PDF

    Reviewer Activity:
    • Reviewer for PLoS ONE (since 2013)
    • Reviewer for ICANN (since 2014)
    • Reviewer for CogSci (since 2015)
    • Reviewer for Neural Networks (since 2015)
    • Reviewer for Intellectica (since 2016)
    • Reviewer for Frontiers in Neurorobotics (since 2016)
    • Reviewer for ReScience (since 2016)
    • Reviewer for Cognitive Computation (since 2016)