| 2026 | GECCO | Evolutionary Algorithm For Reservoir Learning And Yielding. | Julien Testu, Pierrick Legrand, Xavier Hinaut |
| 2024 | CogSci | Modelling Cross-Situational Learning on Full Sentences in Few Shots with Simple RNNs. | Xavier Hinaut, Subba Reddy Oota, Alexandre Variengien, Frdric Alexandre |
| 2024 | ICANN | Prediction of Reaching Movements with Target Information Towards Trans-humeral Prosthesis Control Using Reservoir Computing and LSTMs. | Paul Bernard, Frdric Alexandre, Xavier Hinaut |
| 2024 | ICML | Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast. | Thomas Fert, Dan Dutartre, Boris P. Hejblum, Romain Griffier, Vianney Jouhet, Rodolphe Thibaut, Pierrick Legrand, Xavier Hinaut |
| 2023 | Interspeech | MEG Encoding using Word Context Semantics in Listening Stories. | Subba Reddy Oota, Nathan Trouvain, Frdric Alexandre, Xavier Hinaut |
| 2022 | CogSci | Bilingual Sentence Processing: when Models Meet Experiments. | Stefan L. Frank, Xavier Hinaut, Edith Kaan, Yung Han Khoe, Lin Chen, Irene Elisabeth Winther, Yevgen Matusevych |
| 2022 | CogSci | Long-Term Plausibility of Language Models and Neural Dynamics during Narrative Listening. | Subba Reddy Oota, Frdric Alexandre, Xavier Hinaut |
| 2021 | ICANN | Which Hype for My New Task? Hints and Random Search for Echo State Networks Hyperparameters. | Xavier Hinaut, Nathan Trouvain |
| 2021 | ICANN | Canary Song Decoder: Transduction and Implicit Segmentation with ESNs and LTSMs. | Nathan Trouvain, Xavier Hinaut |
| 2020 | ICANN | ReservoirPy: An Efficient and User-Friendly Library to Design Echo State Networks. | Nathan Trouvain, Luca Pedrelli, Thanh Trung Dinh, Xavier Hinaut |
| 2020 | IJCNN | Cross-Situational Learning with Reservoir Computing for Language Acquisition Modelling. | Alexis Juven, Xavier Hinaut |
| 2020 | IJCNN | Hierarchical-Task Reservoir for Anytime POS Tagging from Continuous Speech. | Luca Pedrelli, Xavier Hinaut |
| 2019 | CogSci | A Reservoir Model for Intra-Sentential Code Switching Comprehension in French and English. | Pauline Detraz, Xavier Hinaut |
| 2019 | ICANN | Using Conceptors to Transfer Between Long-Term and Short-Term Memory. | Anthony Strock, Nicolas P. Rougier, Xavier Hinaut |
| 2018 | IJCNN | A Simple Reservoir Model of Working Memory with Real Values. | Anthony Strock, Nicolas P. Rougier, Xavier Hinaut |
| 2016 | ESANN | Activity recognition with echo state networks using 3D body joints and objects category. | Luiza Mici, Xavier Hinaut, Stefan Wermter |
| 2016 | ESANN | Semantic Role Labelling for Robot Instructions using Echo State Networks. | Johannes Twiefel, Xavier Hinaut, Stefan Wermter |
| 2016 | RO-MAN | Using natural language feedback in a neuro-inspired integrated multimodal robotic architecture. | Johannes Twiefel, Xavier Hinaut, Marcelo Borghetti Soares, Erik Strahl, Stefan Wermter |
| 2014 | ICANN | An Incremental Approach to Language Acquisition: Thematic Role Assignment with Echo State Networks. | Xavier Hinaut, Stefan Wermter |
| 2013 | Interspeech | On-line learning of lexical items and grammatical constructions via speech, gaze and action-based human-robot interaction. | Grgoire Pointeau, Maxime Petit, Xavier Hinaut, Guillaume Gibert, Peter Ford Dominey |
| 2012 | ICANN | On-Line Processing of Grammatical Structure Using Reservoir Computing. | Xavier Hinaut, Peter F. Dominey |