| 2026 | ACL | Cross-lingual Matryoshka Representation Learning across Speech and Text. | Yaya Sy, Dioula Doucour, Christophe Cerisara, Irina Illina |
| 2026 | LREC | LLM-Based Data Generation and Clinical Skills Evaluation for Low-Resource French OSCEs. | Tian Huang, Tom Bourgeade, Irina Illina |
| 2026 | SIGdial | A French OSCE Dialogue Dataset and Controllable Virtual Patient System for Clinical Training. | Doria Bonzi, Tom Bourgeade, Fabrice Lefvre, Irina Illina |
| 2025 | Interspeech | Mixture of LoRA Experts for Low-Resourced Multi-Accent Automatic Speech Recognition. | Raphal Bagat, Irina Illina, Emmanuel Vincent |
| 2025 | NAACL | Efficient One-shot Compression via Low-Rank Local Feature Distillation. | Yaya Sy, Christophe Cerisara, Irina Illina |
| 2022 | ACL | Dynamically Refined Regularization for Improving Cross-corpora Hate Speech Detection. | Tulika Bose, Nikolaos Aletras, Irina Illina, Dominique Fohr |
| 2022 | COLING | Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection. | Tulika Bose, Nikolaos Aletras, Irina Illina, Dominique Fohr |
| 2022 | IJCNLP | Transferring Knowledge via Neighborhood-Aware Optimal Transport for Low-Resource Hate Speech Detection. | Tulika Bose, Irina Illina, Dominique Fohr |
| 2022 | LREC | Placing M-Phasis on the Plurality of Hate: A Feature-Based Corpus of Hate Online. | Dana Ruiter, Liane Reiners, Ashwin Geet D'Sa, Thomas Kleinbauer, Dominique Fohr, Irina Illina, Dietrich Klakow, Christian Schemer, Angeliki Monnier |
| 2022 | LREC | Transformer versus LSTM Language Models trained on Uncertain ASR Hypotheses in Limited Data Scenarios. | Imran A. Sheikh, Emmanuel Vincent, Irina Illina |
| 2022 | LREC | Identification of Multiword Expressions in Tweets for Hate Speech Detection. | Nicolas Zampieri, Carlos Ramisch, Irina Illina, Dominique Fohr |
| 2021 | ICASSP | Distributed Speech Separation in Spatially Unconstrained Microphone Arrays. | Nicolas Furnon, Romain Serizel, Irina Illina, Slim Essid |
| 2021 | Interspeech | Modeling and Training Strategies for Language Recognition Systems. | Raphal Duroselle, Md. Sahidullah, Denis Jouvet, Irina Illina |
| 2021 | Interspeech | Language Recognition on Unknown Conditions: The LORIA-Inria-MULTISPEECH System for AP20-OLR Challenge. | Raphal Duroselle, Md. Sahidullah, Denis Jouvet, Irina Illina |
| 2021 | Interspeech | BERT-Based Semantic Model for Rescoring N-Best Speech Recognition List. | Dominique Fohr, Irina Illina |
| 2021 | NLDB | Multiword Expression Features for Automatic Hate Speech Detection. | Nicolas Zampieri, Irina Illina, Dominique Fohr |
| 2020 | ICASSP | DNN-based Distributed Multichannel Mask Estimation for Speech Enhancement in Microphone Arrays. | Nicolas Furnon, Romain Serizel, Irina Illina, Slim Essid |
| 2020 | Interspeech | Metric Learning Loss Functions to Reduce Domain Mismatch in the x-Vector Space for Language Recognition. | Raphal Duroselle, Denis Jouvet, Irina Illina |
| 2020 | Interspeech | On Semi-Supervised LF-MMI Training of Acoustic Models with Limited Data. | Imran A. Sheikh, Emmanuel Vincent, Irina Illina |
| 2017 | ASRU | Consistent DNN uncertainty training and decoding for robust ASR. | Karan Nathwani, Emmanuel Vincent, Irina Illina |
| 2017 | ASRU | Topic segmentation in ASR transcripts using bidirectional RNNS for change detection. | Imran A. Sheikh, Dominique Fohr, Irina Illina |
| 2017 | ICASSP | Discriminative importance weighting of augmented training data for acoustic model training. | Sunit Sivasankaran, Emmanuel Vincent, Irina Illina |
| 2016 | Interspeech | A French Corpus for Distant-Microphone Speech Processing in Real Homes. | Nancy Bertin, Ewen Camberlein, Emmanuel Vincent, Romain Lebarbenchon, Stphane Peillon, ric Lamande, Sunit Sivasankaran, Frdric Bimbot, Irina Illina, Ariane Tom, Sylvain Fleury, ric Jamet |
| 2016 | Interspeech | Improved Neural Bag-of-Words Model to Retrieve Out-of-Vocabulary Words in Speech Recognition. | Imran A. Sheikh, Irina Illina, Dominique Fohr, Georges Linars |
| 2016 | LREC | How Diachronic Text Corpora Affect Context based Retrieval of OOV Proper Names for Audio News. | Imran A. Sheikh, Irina Illina, Dominique Fohr |
| 2015 | ASRU | Different word representations and their combination for proper name retrieval from diachronic documents. | Irina Illina, Dominique Fohr |
| 2015 | ASRU | Robust ASR using neural network based speech enhancement and feature simulation. | Sunit Sivasankaran, Aditya Arie Nugraha, Emmanuel Vincent, Juan Andres Morales-Cordovilla, Siddharth Dalmia, Irina Illina, Antoine Liutkus |
| 2015 | COMPSAC | Experience of an International Collaborative Project with First Year Programming Students. | James H. Paterson, Markku Karhu, Walter Cazzola, Irina Illina, Robert Law, Dario Machiodi, Marisa Maximiano, Catarina Silva |
| 2015 | ICASSP | OOV Proper Name retrieval using topic and lexical context models. | Imran A. Sheikh, Irina Illina, Dominique Fohr, Georges Linars |
| 2015 | Interspeech | Continuous word representation using neural networks for proper name retrieval from diachronic documents. | Dominique Fohr, Irina Illina |
| 2015 | Interspeech | Study of entity-topic models for OOV proper name retrieval. | Imran A. Sheikh, Irina Illina, Dominique Fohr |
| 2014 | Interspeech | Proper name retrieval from diachronic documents for automatic speech transcription using lexical and temporal context. | Irina Illina, Dominique Fohr, Georges Linars |
| 2012 | ICASSP | Evaluating grapheme-to-phoneme converters in automatic speech recognition context. | Denis Jouvet, Dominique Fohr, Irina Illina |
| 2011 | Interspeech | Grapheme-to-Phoneme Conversion Using Conditional Random Fields. | Irina Illina, Dominique Fohr, Denis Jouvet |
| 2011 | Interspeech | About Handling Boundary Uncertainty in a Speaking Rate Dependent Modeling Approach. | Denis Jouvet, Dominique Fohr, Irina Illina |
| 2010 | Interspeech | Detailed pronunciation variant modeling for speech transcription. | Denis Jouvet, Dominique Fohr, Irina Illina |
| 2009 | ASRU | Detection of OOV words by combining acoustic confidence measures with linguistic features. | Frederik Stouten, Dominique Fohr, Irina Illina |
| 2008 | Interspeech | Multi-accent and accent-independent non-native speech recognition. | Ghazi Bouselmi, Dominique Fohr, Irina Illina |
| 2008 | Interspeech | Foreign accent identification based on prosodic parameters. | Marina Piat, Dominique Fohr, Irina Illina |
| 2007 | Interspeech | Combined acoustic and pronunciation modelling for non-native speech recognition. | Ghazi Bouselmi, Dominique Fohr, Irina Illina |
| 2006 | ICASSP | Fully Automated Non-Native Speech Recognition Using Confusion-Based Acoustic Model Integration and Graphemic Constraints. | Ghazi Bouselmi, Dominique Fohr, Irina Illina, Jean-Paul Haton |
| 2006 | Interspeech | Multilingual non-native speech recognition using phonetic confusion-based acoustic model modification and graphemic constraints. | Ghazi Bouselmi, Dominique Fohr, Irina Illina, Jean Paul Haton |
| 2006 | Interspeech | A wavelet-based parameterization for speech/music segmentation. | E. Didiot, Irina Illina, Odile Mella, Dominique Fohr, Jean Paul Haton |
| 2005 | Interspeech | Fully automated non-native speech recognition using confusion-based acoustic model integration. | Ghazi Bouselmi, Dominique Fohr, Irina Illina, Jean Paul Haton |
| 2004 | Interspeech | Exploiting models intrinsic robustness for noisy speech recognition. | Christophe Cerisara, Dominique Fohr, Odile Mella, Irina Illina |
| 2004 | Interspeech | The automatic news transcription system: ANTS, some real time experiments. | Dominique Fohr, Odile Mella, Christophe Cerisara, Irina Illina |
| 2004 | Interspeech | Experiments on the accuracy of phone models and liaison processing in a French broadcast news transcription system. | Dominique Fohr, Odile Mella, Irina Illina, Christophe Cerisara |
| 2004 | Interspeech | Hidden factor dynamic Bayesian networks for speech recognition. | Filip Korkmazsky, Murat Deviren, Dominique Fohr, Irina Illina |
| 2004 | Interspeech | Using linear interpolation to improve histogram equalization for speech recognition. | Filip Korkmazsky, Dominique Fohr, Irina Illina |
| 2003 | ICASSP | On-line frame-synchronous compensation of non-stationary noise. | Vincent Barreaud, Irina Illina, Dominique Fohr |
| 2003 | ICASSP | Combining EigenVoices and structural MLLR for speaker adaptation. | Fabrice Lauri, Irina Illina, Dominique Fohr |
| 2003 | Interspeech | Structural state-based frame synchronous compensation. | Vincent Barreaud, Irina Illina, Dominique Fohr, Filipp Korkmazsky |
| 2003 | Interspeech | Robust speech recognition to non-stationary noise based on model-driven approaches. | Christophe Cerisara, Irina Illina |
| 2003 | Interspeech | Using genetic algorithms for rapid speaker adaptation. | Fabrice Lauri, Irina Illina, Dominique Fohr, Filipp Korkmazsky |
| 2002 | Interspeech | Tree-structured maximum a posteriori adaptation for a segment-based speech recognition system. | Irina Illina |
| 1997 | ICASSP | Elimination of trajectory folding phenomenon: HMM, trajectory mixture HMM and mixture stochastic trajectory model. | Irina Illina, Yifan Gong |
| 1997 | ICASSP | The importance of segmentation probability in segment based speech recognizers. | Jan P. Verhasselt, Irina Illina, Jean-Pierre Martens, Yifan Gong, Jean-Paul Haton |
| 1997 | Interspeech | Speaker normalization training for mixture stochastic trajectory model. | Irina Illina, Yifan Gong |
| 1996 | Interspeech | Modelling long term variability information in mixture stochastic trajectory framework. | Yifan Gong, Irina Illina, Jean Paul Haton |
| 1996 | Interspeech | Stochastic trajectory model with state-mixture for continuous speech recognition. | Irina Illina, Yifan Gong |
| 1996 | Interspeech | Improvement in n-best search for continuous speech recognition. | Irina Illina, Yifan Gong |