On-Line Processing of Grammatical Structure Using Reservoir Computing. - Xavier Hinaut; Peter F. Dominey (ICANN (1), 2012)

On-line learning of lexical items and grammatical constructions via speech, gaze and action-based human-robot interaction. - Grégoire Pointeau; Maxime Petit; Xavier Hinaut; Guillaume Gibert; Peter Ford Dominey (INTERSPEECH, 2013)

An Incremental Approach to Language Acquisition: Thematic Role Assignment with Echo State Networks. - Xavier Hinaut; Stefan Wermter (ICANN, 2014)

Exploring the acquisition and production of grammatical constructions through human-robot interaction with echo state networks. - Xavier Hinaut; Maxime Petit; Grégoire Pointeau; Peter F. Dominey (Frontiers Neurorobotics, 2014)

A Recurrent Neural Network for Multiple Language Acquisition: Starting with English and French. - Xavier Hinaut; Johannes Twiefel; Maxime Petit; Peter Ford Dominey; Stefan Wermter (CoCo@NIPS, 2015)

Activity recognition with echo state networks using 3D body joints and objects category. - Luiza Mici; Xavier Hinaut; Stefan Wermter (ESANN, 2016)

Semantic Role Labelling for Robot Instructions using Echo State Networks. - Johannes Twiefel; Xavier Hinaut; Stefan Wermter (ESANN, 2016)

Recurrent Neural Network for syntax learning with flexible predicates for robotic architectures. - Xavier Hinaut; Johannes Twiefel; Stefan Wermter (ICDL-EPIROB, 2016)

Using natural language feedback in a neuro-inspired integrated multimodal robotic architecture. - Johannes Twiefel; Xavier Hinaut; Marcelo Borghetti Soares; Erik Strahl; Stefan Wermter (RO-MAN, 2016)

Syntactic reanalysis in language models for speech recognition. - Johannes Twiefel; Xavier Hinaut; Stefan Wermter (ICDL-EPIROB, 2017)

Sustainable computational science: the ReScience initiative. - 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; et al. (PeerJ Comput. Sci., 2017)

Which Input Abstraction is Better for a Robot Syntax Acquisition Model? Phonemes, Words or Grammatical Constructions? - Xavier Hinaut (ICDL-EPIROB, 2018)

A bio-inspired model towards vocal gesture learning in songbird. - Silvia Pagliarini; Xavier Hinaut; Arthur Leblois (ICDL-EPIROB, 2018)

A Simple Reservoir Model of Working Memory with Real Values. - Anthony Strock; Nicolas P. Rougier; Xavier Hinaut (IJCNN, 2018)

A Reservoir Model for Intra-Sentential Code Switching Comprehension in French and English. - Pauline Detraz; Xavier Hinaut (CogSci, 2019)

Using Conceptors to Transfer Between Long-Term and Short-Term Memory. - Anthony Strock; Nicolas P. Rougier; Xavier Hinaut (ICANN (Workshop), 2019)

Learning to Parse Grounded Language using Reservoir Computing. - Xavier Hinaut; Michael Spranger (ICDL-EPIROB, 2019)

Section focused on machine learning methods for high-level cognitive capabilities in robotics. - Tetsunari Inamura; Hiroki Yokoyama; Emre Ugur; Xavier Hinaut; Michael Beetz; Tadahiro Taniguchi (Adv. Robotics, 2019)

ReservoirPy: An Efficient and User-Friendly Library to Design Echo State Networks. - Nathan Trouvain; Luca Pedrelli; Thanh Trung Dinh; Xavier Hinaut (ICANN (2), 2020)

Language Acquisition with Echo State Networks: Towards Unsupervised Learning. - Thanh Trung Dinh; Xavier Hinaut (ICDL-EPIROB, 2020)

Cross-Situational Learning with Reservoir Computing for Language Acquisition Modelling. - Alexis Juven; Xavier Hinaut (IJCNN, 2020)

Hierarchical-Task Reservoir for Anytime POS Tagging from Continuous Speech. - Luca Pedrelli; Xavier Hinaut (IJCNN, 2020)

Transfer between long-term and short-term memory using Conceptors. - Anthony Strock; Nicolas P. Rougier; Xavier Hinaut (CoRR, 2020)

A journey in ESN and LSTM visualisations on a language task. - Alexandre Variengien; Xavier Hinaut (CoRR, 2020)

A Robust Model of Gated Working Memory. - Anthony Strock; Xavier Hinaut; Nicolas P. Rougier (Neural Comput., 2020)

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)

Which Hype for My New Task? Hints and Random Search for Echo State Networks Hyperparameters. - Xavier Hinaut; Nathan Trouvain (ICANN (5), 2021)

Canary Song Decoder: Transduction and Implicit Segmentation with ESNs and LTSMs. - Nathan Trouvain; Xavier Hinaut (ICANN (5), 2021)

Canary Vocal Sensorimotor Model with RNN Decoder and Low-dimensional GAN Generator. - Silvia Pagliarini; Arthur Leblois; Xavier Hinaut (ICDL, 2021)

Higher Cognitive Functions in Bio-Inspired Artificial Intelligence. - Frédéric Alexandre; Xavier Hinaut; Nicolas P. Rougier; Thierry Viéville (ERCIM News, 2021)

Editorial: Language and Robotics. - Tadahiro Taniguchi; Takato Horii; Xavier Hinaut; Michael Spranger; Daichi Mochihashi; Takayuki Nagai (Frontiers Robotics AI, 2021)

Vocal Imitation in Sensorimotor Learning Models: A Comparative Review. - Silvia Pagliarini; Arthur Leblois; Xavier Hinaut (IEEE Trans. Cogn. Dev. Syst., 2021)

Reservoir SMILES: Towards SensoriMotor Interaction of Language and Embodiment of Symbols with Reservoir Architectures. - Xavier Hinaut (2022)

Bilingual Sentence Processing: when Models Meet Experiments. - Stefan L. Frank; Xavier Hinaut; Edith Kaan; Yung Han Khoe; Lin Chen; Irene Elisabeth Winther; Yevgen Matusevych (CogSci, 2022)

Long-Term Plausibility of Language Models and Neural Dynamics during Narrative Listening. - Subba Reddy Oota; Frédéric Alexandre; Xavier Hinaut (CogSci, 2022)

Create Efficient and Complex Reservoir Computing Architectures with ReservoirPy. - Nathan Trouvain; Nicolas P. Rougier; Xavier Hinaut (SAB, 2022)

Hierarchical-Task Reservoir for Online Semantic Analysis From Continuous Speech. - Luca Pedrelli; Xavier Hinaut (IEEE Trans. Neural Networks Learn. Syst., 2022)

MEG Encoding using Word Context Semantics in Listening Stories. - Subba Reddy Oota; Nathan Trouvain; Frédéric Alexandre; Xavier Hinaut (INTERSPEECH, 2023)

Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey). - Subba Reddy Oota; Manish Gupta 001; Raju S. Bapi; Gaël Jobard; Frédéric Alexandre; Xavier Hinaut (CoRR, 2023)

Latent Space Exploration and Functionalization of a Gated Working Memory Model Using Conceptors. - Anthony Strock; Nicolas P. Rougier; Xavier Hinaut (Cogn. Comput., 2023)

Evolving Reservoirs for Meta Reinforcement Learning. - Corentin Léger; Gautier Hamon; Eleni Nisioti; Xavier Hinaut; Clément Moulin-Frier (EvoApplications@EvoStar, 2024)

Prediction of Reaching Movements with Target Information Towards Trans-humeral Prosthesis Control Using Reservoir Computing and LSTMs. - Paul Bernard; Frédéric Alexandre; Xavier Hinaut (ICANN (10), 2024)

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; Rodolphe Thiébaut; Pierrick Legrand; Xavier Hinaut (ICML, 2024)

Deploying Open-Source Large Language Models: A performance Analysis. - Yannis Bendi-Ouis; Dan Dutarte; Xavier Hinaut (CoRR, 2024)

Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey). - Subba Reddy Oota; Zijiao Chen; Manish Gupta 001; Bapi Raju Surampudi; Gaël Jobard; Frédéric Alexandre; Xavier Hinaut (Trans. Mach. Learn. Res., 2025)

Less is More: some Computational Principles based on Parcimony, and Limitations of Natural Intelligence. - Laura Cohen; Xavier Hinaut; Lilyana Petrova; Alexandre Pitti; Syd Reynal; Ichiro Tsuda (CoRR, 2025)

Echo State Transformer: When chaos brings memory. - Yannis Bendi-Ouis; Xavier Hinaut (CoRR, 2025)

ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy. - Virgile Boraud; Yannis Bendi-Ouis; Paul Bernard; Xavier Hinaut (CoRR, 2025)