| 2026 | SIGdial | A French OSCE Dialogue Dataset and Controllable Virtual Patient System for Clinical Training. | Doria Bonzi, Tom Bourgeade, Fabrice Lefvre, Irina Illina |
| 2025 | HAI | LLM-based Agentic Workflow on Verbal and Non-verbal Audiovisual Perceptions and Actions for Proactive Situated Human-Robot Interactions. | Virgile Sucal, Maxime Jullien, Ahmed Njifenjou, Fabrice Lefvre |
| 2025 | ICPRAM | FlowAct: A Proactive Multimodal Human-Robot Interaction System with Continuous Flow of Perception and Modular Action Sub-Systems. | Timothe Dhaussy, Bassam Jabaian, Fabrice Lefvre |
| 2025 | SIGdial | Open-Source Large Language Models as Multilingual Crowdworkers: Synthesizing Open-Domain Dialogues in Several Languages With No Examples in Targets and No Machine Translation. | Ahmed Njifenjou, Virgile Sucal, Bassam Jabaian, Fabrice Lefvre |
| 2023 | EACL | Few-Shot Structured Policy Learning for Multi-Domain and Multi-Task Dialogues. | Thibault Cordier, Tanguy Urvoy, Fabrice Lefvre, Lina Maria Rojas-Barahona |
| 2023 | ICASSP | Audio-Visual Speaker Diarization in the Framework of Multi-User Human-Robot Interaction. | Timothe Dhaussy, Bassam Jabaian, Fabrice Lefvre, Radu Horaud |
| 2022 | SIGdial | Graph Neural Network Policies and Imitation Learning for Multi-Domain Task-Oriented Dialogues. | Thibault Cordier, Tanguy Urvoy, Fabrice Lefvre, Lina Maria Rojas-Barahona |
| 2019 | ICASSP | Joint On-line Learning of a Zero-shot Spoken Semantic Parser and a Reinforcement Learning Dialogue Manager. | Matthieu Riou, Bassam Jabaian, Stphane Huet, Fabrice Lefvre |
| 2017 | ICMI | ISIAA 2017: 1st international workshop on investigating social interactions with artificial agents (workshop summary). | Thierry Chaminade, Fabrice Lefvre, Nol Nguyen, Magalie Ochs |
| 2017 | ICMI | En route to a better integration and evaluation of social capacities in vocal artificial agents. | Fabrice Lefvre |
| 2017 | ICMI | Integration and evaluation of social competences such as humor in an artificial interactive agent. | Matthieu Riou, Bassam Jabaian, Stphane Huet, Thierry Chaminade, Fabrice Lefvre |
| 2017 | Interspeech | Online Adaptation of an Attention-Based Neural Network for Natural Language Generation. | Matthieu Riou, Bassam Jabaian, Stphane Huet, Fabrice Lefvre |
| 2016 | ICASSP | Adversarial Bandit for online interactive active learning of zero-shot spoken language understanding. | Emmanuel Ferreira, Alexandre Reiffers-Masson, Bassam Jabaian, Fabrice Lefvre |
| 2016 | IJCAI | Reinforcement Learning for Turn-Taking Management in Incremental Spoken Dialogue Systems. | Hatim Khouzaimi, Romain Laroche, Fabrice Lefvre |
| 2016 | LREC | Automatic Corpus Extension for Data-driven Natural Language Generation. | Elena Manishina, Bassam Jabaian, Stphane Huet, Fabrice Lefvre |
| 2015 | EMNLP | Turn-taking phenomena in incremental dialogue systems. | Hatim Khouzaimi, Romain Laroche, Fabrice Lefvre |
| 2015 | HCI | Dialogue Efficiency Evaluation of Turn-Taking Phenomena in a Multi-layer Incremental Simulated Environment. | Hatim Khouzaimi, Romain Laroche, Fabrice Lefvre |
| 2015 | ICASSP | Online adaptative zero-shot learning spoken language understanding using word-embedding. | Emmanuel Ferreira, Bassam Jabaian, Fabrice Lefvre |
| 2015 | Interspeech | Zero-shot semantic parser for spoken language understanding. | Emmanuel Ferreira, Bassam Jabaian, Fabrice Lefvre |
| 2015 | SP | Users' Belief Awareness in Reinforcement Learning-Based Situated Human-Robot Dialogue Management. | Emmanuel Ferreira, Grgoire Milliez, Fabrice Lefvre, Rachid Alami |
| 2015 | SIGdial | Optimising Turn-Taking Strategies With Reinforcement Learning. | Hatim Khouzaimi, Romain Laroche, Fabrice Lefvre |
| 2014 | SIGdial | An easy method to make dialogue systems incremental. | Hatim Khouzaimi, Romain Laroche, Fabrice Lefvre |
| 2013 | ASRU | Expert-based reward shaping and exploration scheme for boosting policy learning of dialogue management. | Emmanuel Ferreira, Fabrice Lefvre |
| 2013 | IJCAI | Social signal and user adaptation in reinforcement learning-based dialogue management. | Emmanuel Ferreira, Fabrice Lefvre |
| 2013 | Interspeech | Error-corrective discriminative joint decoding of automatic spoken language transcription and understanding. | Bassam Jabaian, Fabrice Lefvre |
| 2012 | EAMT | Statistical Post-Editing of Machine Translation for Domain Adaptation. | Raphal Rubino, Stphane Huet, Fabrice Lefvre, Georges Linars |
| 2012 | ICASSP | Clustering behaviors of Spoken Dialogue Systems users. | Senthilkumar Chandramohan, Matthieu Geist, Fabrice Lefvre, Olivier Pietquin |
| 2012 | Interspeech | Portability of Semantic Annotations for Fast Development of Dialogue Corpora. | Bassam Jabaian, Fabrice Lefvre, Laurent Besacier |
| 2012 | LREC | Leveraging study of robustness and portability of spoken language understanding systems across languages and domains: the PORTMEDIA corpora. | Fabrice Lefvre, Djamel Mostefa, Laurent Besacier, Yannick Estve, Matthieu Quignard, Nathalie Camelin, Benot Favre, Bassam Jabaian, Lina Maria Rojas-Barahona |
| 2011 | EMNLP | Unsupervised Concept Annotation using Latent Dirichlet Allocation and Segmental Methods. | Nathalie Camelin, Boris Detienne, Stphane Huet, Dominique Quadri, Fabrice Lefvre |
| 2011 | EMNLP | Unsupervised Alignment for Segmental-based Language Understanding. | Stphane Huet, Fabrice Lefvre |
| 2011 | IC3K | Concept Discovery for Language Understanding in an Information-query Dialogue System. | Nathalie Camelin, Boris Detienne, Stphane Huet, Dominique Quadri, Fabrice Lefvre |
| 2011 | IC3K | Concept Discovery and Automatic Semantic Annotation for Language Understanding in an Information-Query Dialogue System Using Latent Dirichlet Allocation and Segmental Methods. | Nathalie Camelin, Boris Detienne, Stphane Huet, Dominique Quadri, Fabrice Lefvre |
| 2011 | ICASSP | Combination of stochastic understanding and machine translation systems for language portability of dialogue systems. | Bassam Jabaian, Laurent Besacier, Fabrice Lefvre |
| 2011 | Interspeech | User Simulation in Dialogue Systems Using Inverse Reinforcement Learning. | Senthilkumar Chandramohan, Matthieu Geist, Fabrice Lefvre, Olivier Pietquin |
| 2011 | Interspeech | Semantic Graph Clustering for POMDP-Based Spoken Dialog Systems. | Florian Pinault, Fabrice Lefvre |
| 2010 | Interspeech | Investigating multiple approaches for SLU portability to a new language. | Bassam Jabaian, Laurent Besacier, Fabrice Lefvre |
| 2010 | Interspeech | Cross-lingual spoken language understanding from unaligned data using discriminative classification models and machine translation. | Fabrice Lefvre, Franois Mairesse, Steve J. Young |
| 2009 | ASRU | Back-off action selection in summary space-based POMDP dialogue systems. | Milica Gasic, Fabrice Lefvre, Filip Jurccek, Simon Keizer, Franois Mairesse, Blaise Thomson, Kai Yu, Steve J. Young |
| 2009 | ICASSP | Spoken language interpretation: On the use of dynamic Bayesian networks for semantic composition. | Marie-Jean Meurs, Fabrice Lefvre, Renato de Mori |
| 2009 | Interspeech | Feature-based summary space for stochastic dialogue modeling with hierarchical semantic frames. | Florian Pinault, Fabrice Lefvre, Renato de Mori |
| 2009 | NAACL | Learning Bayesian Networks for Semantic Frame Composition in a Spoken Dialog System. | Marie-Jean Meurs, Fabrice Lefvre, Renato de Mori |
| 2009 | SIGdial | k-Nearest Neighbor Monte-Carlo Control Algorithm for POMDP-Based Dialogue Systems. | Fabrice Lefvre, Milica Gasic, Filip Jurccek, Simon Keizer, Franois Mairesse, Blaise Thomson, Kai Yu, Steve J. Young |
| 2008 | ICASSP | Semantic composition process in a speech understanding system. | Frdric Duvert, Marie-Jean Meurs, Christophe Servan, Frdric Bchet, Fabrice Lefvre, Renato de Mori |
| 2008 | Interspeech | A Bayesian approach to semantic composition for spoken language interpretation. | Marie-Jean Meurs, Fabrice Lefvre, Renato de Mori |
| 2008 | LREC | Semantic Frame Annotation on the French MEDIA corpus. | Marie-Jean Meurs, Frdric Duvert, Frdric Bchet, Fabrice Lefvre, Renato de Mori |
| 2007 | ASRU | Unsupervised state clustering for stochastic dialog management. | Fabrice Lefvre, Renato de Mori |
| 2007 | ICASSP | Dynamic Bayesian Networks and Discriminative Classifiers for Multi-Stage Semantic Interpretation. | Fabrice Lefvre |
| 2006 | ICASSP | Discriminant Initialization for Factor Analyzed HMM Training. | Fabrice Lefvre, Jean-Luc Gauvain |
| 2006 | LREC | Results of the French Evalda-Media evaluation campaign for literal understanding. | Hlne Bonneau-Maynard, Christelle Ayache, Frdric Bchet, Alexandre Denis, Anne Kuhn, Fabrice Lefvre, Djamel Mostefa, Matthieu Quignard, Sophie Rosset, Christophe Servan, Jeanne Villaneau |
| 2005 | Interspeech | The 2004 BBN/LIMSI 20xRT English conversational telephone speech recognition system. | Rohit Prasad, Spyros Matsoukas, Chia-Lin Kao, Jeff Z. Ma, Dongxin Xu, Thomas Colthurst, Owen Kimball, Richard M. Schwartz, Jean-Luc Gauvain, Lori Lamel, Holger Schwenk, Gilles Adda, Fabrice Lefvre |
| 2003 | ICASSP | Conversational telephone speech recognition. | Jean-Luc Gauvain, Lori Lamel, Holger Schwenk, Gilles Adda, Langzhou Chen, Fabrice Lefvre |
| 2003 | Interspeech | Multi-source training and adaptation for generic speech recognition. | Fabrice Lefvre, Jean-Luc Gauvain, Lori Lamel |
| 2002 | Interspeech | Issues in the development of a stochastic speech understanding system. | Fabrice Lefvre, Hlne Bonneau-Maynard |
| 2001 | ICASSP | Towards task-independent speech recognition. | Fabrice Lefvre, Jean-Luc Gauvain, Lori Lamel |
| 2001 | Interspeech | Improving genericity for task-independent speech recognition. | Fabrice Lefvre, Jean-Luc Gauvain, Lori Lamel |
| 2001 | NAACL | Portability Issues for Speech Recognition Technologies. | Lori Lamel, Fabrice Lefvre, Jean-Luc Gauvain, Gilles Adda |
| 2000 | Interspeech | Confidence measures based on the k-nn probability estimator. | Fabrice Lefvre |
| 1999 | Interspeech | A MLE algorithm for the k-NN HMM system. | Fabrice Lefvre, Claude Montaci, Marie-Jos Caraty |
| 1998 | Interspeech | On the influence of the delta coefficients in a HMM-based speech recognition system. | Fabrice Lefvre, Claude Montaci, Marie-Jos Caraty |
| 1997 | Interspeech | Dynamic lexicon for a very large vocabulary vocal dictation. | Marie-Jos Caraty, Claude Montaci, Fabrice Lefvre |
| 1997 | Interspeech | K-NN versus Gaussian in HMM-based recognition system. | Claude Montaci, Marie-Jos Caraty, Fabrice Lefvre |