| 2025 | ICTAI | Exponential-Based Rational Activations Functions. | Nicolas Andr, Mohamed Morchid |
| 2020 | ICASSP | CGCNN: Complex Gabor Convolutional Neural Network on Raw Speech. | Paul-Gauthier No, Titouan Parcollet, Mohamed Morchid |
| 2020 | ICASSP | E2E-SINCNET: Toward Fully End-To-End Speech Recognition. | Titouan Parcollet, Mohamed Morchid, Georges Linars |
| 2020 | Interspeech | Quaternion Neural Networks for Multi-Channel Distant Speech Recognition. | Xinchi Qiu, Titouan Parcollet, Mirco Ravanelli, Nicholas D. Lane, Mohamed Morchid |
| 2019 | ICASSP | Quaternion Convolutional Neural Networks for Heterogeneous Image Processing. | Titouan Parcollet, Mohamed Morchid, Georges Linars |
| 2019 | ICASSP | Bidirectional Quaternion Long Short-term Memory Recurrent Neural Networks for Speech Recognition. | Titouan Parcollet, Mohamed Morchid, Georges Linars, Renato De Mori |
| 2019 | ICLR | Quaternion Recurrent Neural Networks. | Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linars, Chiheb Trabelsi, Renato De Mori, Yoshua Bengio |
| 2019 | Interspeech | M2H-GAN: A GAN-Based Mapping from Machine to Human Transcripts for Speech Understanding. | Titouan Parcollet, Mohamed Morchid, Xavier Bost, Georges Linars |
| 2019 | Interspeech | Real to H-Space Encoder for Speech Recognition. | Titouan Parcollet, Mohamed Morchid, Georges Linars, Renato De Mori |
| 2018 | Interspeech | Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition. | Titouan Parcollet, Ying Zhang, Mohamed Morchid, Chiheb Trabelsi, Georges Linars, Renato de Mori, Yoshua Bengio |
| 2017 | ASRU | Deep quaternion neural networks for spoken language understanding. | Titouan Parcollet, Mohamed Morchid, Georges Linars |
| 2017 | Interspeech | Internal Memory Gate for Recurrent Neural Networks with Application to Spoken Language Understanding. | Mohamed Morchid |
| 2017 | Interspeech | Quaternion Denoising Encoder-Decoder for Theme Identification of Telephone Conversations. | Titouan Parcollet, Mohamed Morchid, Georges Linars |
| 2016 | Interspeech | Deep Stacked Autoencoders for Spoken Language Understanding. | Killian Janod, Mohamed Morchid, Richard Dufour, Georges Linars, Renato De Mori |
| 2016 | Interspeech | Spoken Language Understanding in a Latent Topic-Based Subspace. | Mohamed Morchid, Mohamed Bouaziz, Waad Ben Kheder, Killian Janod, Pierre-Michel Bousquet, Richard Dufour, Georges Linars |
| 2015 | ASRU | Topic-space based setup of a neural network for theme identification of highly imperfect transcriptions. | Mohamed Morchid, Richard Dufour, Georges Linars |
| 2015 | CICLING | Latent Topic Model Based Representations for a Robust Theme Identification of Highly Imperfect Automatic Transcriptions. | Mohamed Morchid, Richard Dufour, Georges Linars, Youssef Hamadi |
| 2015 | Interspeech | A comparison of normalization techniques applied to latent space representations for speech analytics. | Mohamed Morchid, Richard Dufour, Driss Matrouf |
| 2015 | SP | Integration of Word and Semantic Features for Theme Identification in Telephone Conversations. | Yannick Estve, Mohamed Bouallegue, Carole Lailler, Mohamed Morchid, Richard Dufour, Georges Linars, Driss Matrouf, Renato De Mori |
| 2014 | EMNLP | An I-vector Based Approach to Compact Multi-Granularity Topic Spaces Representation of Textual Documents. | Mohamed Morchid, Mohamed Bouallegue, Richard Dufour, Georges Linars, Driss Matrouf, Renato de Mori |
| 2014 | ICASSP | Improving dialogue classification using a topic space representation and a Gaussian classifier based on the decision rule. | Mohamed Morchid, Richard Dufour, Pierre-Michel Bousquet, Mohamed Bouallegue, Georges Linars, Renato De Mori |
| 2014 | Interspeech | Subspace Gaussian mixture models for dialogues classification. | Mohamed Bouallegue, Mohamed Morchid, Richard Dufour, Driss Matrouf, Georges Linars, Renato De Mori |
| 2014 | Interspeech | Factor analysis based semantic variability compensation for automatic conversation representation. | Mohamed Bouallegue, Mohamed Morchid, Richard Dufour, Driss Matrouf, Georges Linars, Renato De Mori |
| 2014 | Interspeech | I-vector based representation of highly imperfect automatic transcriptions. | Mohamed Morchid, Mohamed Bouallegue, Richard Dufour, Georges Linars, Driss Matrouf, Renato De Mori |
| 2014 | Interspeech | Theme identification in human-human conversations with features from specific speaker type hidden spaces. | Mohamed Morchid, Richard Dufour, Mohamed Bouallegue, Georges Linars, Renato De Mori |
| 2014 | LREC | A LDA-based Topic Classification Approach from highly Imperfect Automatic Transcriptions. | Mohamed Morchid, Richard Dufour, Georges Linars |
| 2014 | LREC | Characterizing and Predicting Bursty Events: The Buzz Case Study on Twitter. | Mohamed Morchid, Georges Linars, Richard Dufour |
| 2013 | CBMI | Event detection from image hosting services by slightly-supervised multi-span context models. | Mohamed Morchid, Richard Dufour, Georges Linars |
| 2013 | Interspeech | Theme identification in telephone service conversations using quaternions of speech features. | Mohamed Morchid, Georges Linars, Marc El-Bze, Renato De Mori |