| 2026 | ACL | Structure-Aware Quantized Retrieval for Long-Document Question Answering. | Hui Huang, Julien Velcin, Yacine Kessaci |
| 2026 | LREC | HatePrototypes: Interpretable and Transferable Representations for Implicit and Explicit Hate Speech Detection. | Irina Proskurina, Marc-Antoine Carpentier, Julien Velcin |
| 2025 | EMNLP | Towards Multi-Document Question Answering in Scientific Literature: Pipeline, Dataset, and Evaluation. | Hui Huang, Julien Velcin, Yacine Kessaci |
| 2025 | NAACL | HISTOIRESMORALES: A French Dataset for Assessing Moral Alignment. | Thibaud Leteno, Irina Proskurina, Antoine Gourru, Julien Velcin, Charlotte Laclau, Guillaume Metzler, Christophe Gravier |
| 2024 | IDA | Building Brownian Bridges to Learn Dynamic Author Representations from Texts. | Enzo Terreau, Julien Velcin |
| 2024 | NAACL | When Quantization Affects Confidence of Large Language Models? | Irina Proskurina, Luc Brun, Guillaume Metzler, Julien Velcin |
| 2024 | SDM | An Exemplars-Based Approach for Explainable Clustering: Complexity and Efficient Approximation Algorithms. | Ian Davidson, Michael J. Livanos, Antoine Gourru, Peter B. Walker, Julien Velcin, S. S. Ravi |
| 2023 | ECIR | Multivariate Powered Dirichlet-Hawkes Process. | Gal Poux-Mdard, Julien Velcin, Sabine Loudcher |
| 2023 | ECIR | Dirichlet-Survival Process: Scalable Inference of Topic-Dependent Diffusion Networks. | Gal Poux-Mdard, Julien Velcin, Sabine Loudcher |
| 2023 | IDA | The Other Side of Compression: Measuring Bias in Pruned Transformers. | Irina Proskurina, Guillaume Metzler, Julien Velcin |
| 2023 | SIGIR | Dynamic Mixed Membership Stochastic Block Model for Weighted Labeled Networks. | Gal Poux-Mdard, Julien Velcin, Sabine Loudcher |
| 2022 | ICDM | Serialized Interacting Mixed Membership Stochastic Block Model. | Gal Poux-Mdard, Julien Velcin, Sabine Loudcher |
| 2022 | WWW | Dynamic Gaussian Embedding of Authors. | Antoine Gourru, Julien Velcin, Christophe Gravier, Julien Jacques |
| 2021 | EMNLP | Monitoring geometrical properties of word embeddings for detecting the emergence of new topics. | Clment Christophe, Julien Velcin, Jairo Cugliari, Manel Boumghar, Philippe Suignard |
| 2021 | ICDM | Powered Hawkes-Dirichlet Process: Challenging Textual Clustering using a Flexible Temporal Prior. | Gal Poux-Mdard, Julien Velcin, Sabine Loudcher |
| 2021 | RecSys | Information Interactions in Outcome Prediction: Quantification and Interpretation using Stochastic Block Models. | Gal Poux-Mdard, Julien Velcin, Sabine Loudcher |
| 2020 | ECIR | Inductive Document Network Embedding with Topic-Word Attention. | Robin Brochier, Adrien Guille, Julien Velcin |
| 2020 | ECIR | Document Network Projection in Pretrained Word Embedding Space. | Antoine Gourru, Adrien Guille, Julien Velcin, Julien Jacques |
| 2020 | IJCAI | Gaussian Embedding of Linked Documents from a Pretrained Semantic Space. | Antoine Gourru, Julien Velcin, Julien Jacques |
| 2019 | AI | Weaving Information Propagation: Modeling the Way Information Spreads in Document Collections. | Charles Huyghues-Despointes, Leila Khouas, Julien Velcin, Sabine Loudcher |
| 2019 | WWW | Global Vectors for Node Representations. | Robin Brochier, Adrien Guille, Julien Velcin |
| 2019 | WWW | Link Prediction with Mutual Attention for Text-Attributed Networks. | Robin Brochier, Adrien Guille, Julien Velcin |
| 2018 | IJCAI | Readitopics: Make Your Topic Models Readable via Labeling and Browsing. | Julien Velcin, Antoine Gourru, Erwan Giry-Fouquet, Christophe Gravier, Mathieu Roche, Pascal Poncelet |
| 2018 | NLDB | United We Stand: Using Multiple Strategies for Topic Labeling. | Antoine Gourru, Julien Velcin, Mathieu Roche, Christophe Gravier, Pascal Poncelet |
| 2018 | SIGIR | Impact of the Query Set on the Evaluation of Expert Finding Systems. | Robin Brochier, Adrien Guille, Benjamin Rothan, Julien Velcin |
| 2016 | ADMA | A Scalable Document-Based Architecture for Text Analysis. | Ciprian-Octavian Truica, Jrme Darmont, Julien Velcin |
| 2016 | CICLING | Supervised Topic Models for Diagnosis Code Assignment to Discharge Summaries. | Mohamed Dermouche, Julien Velcin, Rmi Flicoteaux, Sylvie Chevret, Namik Taright |
| 2015 | ECIR | Temporal Multinomial Mixture for Instance-Oriented Evolutionary Clustering. | Young-Min Kim, Julien Velcin, Stphane Bonnevay, Marian-Andrei Rizoiu |
| 2015 | IDA | Simultaneous Clustering and Model Selection for Multinomial Distribution: A Comparative Study. | Abul Hasnat, Julien Velcin, Stphane Bonnevay, Julien Jacques |
| 2015 | SAC | A joint model for topic-sentiment modeling from text. | Mohamed Dermouche, Leila Khouas, Julien Velcin, Sabine Loudcher |
| 2015 | SYNASC | Automatic Language Identification for Romance Languages Using Stop Words and Diacritics. | Ciprian-Octavian Truica, Julien Velcin, Alexandru Boicea |
| 2014 | ICDM | A Joint Model for Topic-Sentiment Evolution over Time. | Mohamed Dermouche, Julien Velcin, Leila Khouas, Sabine Loudcher |
| 2014 | LREC | Investigating the Image of Entities in Social Media: Dataset Design and First Results. | Julien Velcin, Young-Min Kim, Caroline Brun, Jean-Yves Dormagen, Eric SanJuan, Leila Khouas, Anne Peradotto, Stphane Bonnevay, Claude Roux, Julien Boyadjian, Alejandro Molina-Villegas, Marie Neihouser |
| 2012 | ICTAI | Tagging Choreographic Data for Data Mining and Classification. | Catalina-Anca Ioan, Julien Velcin, Stefan Trausan-Matu |
| 2012 | ICTAI | Structuring Typical Evolutions Using Temporal-Driven Constrained Clustering. | Marian-Andrei Rizoiu, Julien Velcin, Stphane Lallich |
| 2011 | IJCAI | Improving Topic Evaluation Using Conceptual Knowledge. | Claudiu Cristian Musat, Julien Velcin, Stefan Trausan-Matu, Marian-Andrei Rizoiu |
| 2011 | ISMIS | Extracting Social Networks Enriched by Using Text. | Mathilde Forestier, Julien Velcin, Djamel A. Zighed |
| 2011 | ISMIS | Concept-Based Topic Model Improvement. | Claudiu Cristian Musat, Julien Velcin, Marian-Andrei Rizoiu, Stefan Trausan-Matu |
| 2009 | AINA | A Content-Oriented Framework for Online Discussion Analysis. | Anna Stavrianou, Jean-Hugues Chauchat, Julien Velcin |
| 2008 | AI | Word Clustering with Validity Indices. | Ahmad El Sayed, Julien Velcin, Djamel A. Zighed |
| 2007 | ADMA | Topic Extraction with AGAPE. | Julien Velcin, Jean-Gabriel Ganascia |
| 2005 | ECSQARU | Default Clustering from Sparse Data Sets. | Julien Velcin, Jean-Gabriel Ganascia |
| 2005 | IJCAI | Stereotype Extraction with Default Clustering. | Julien Velcin, Jean-Gabriel Ganascia |
| 2004 | ER | Modeling Default Induction with Conceptual Structures. | Julien Velcin, Jean-Gabriel Ganascia |
| 2004 | ICCS | Clustering of Conceptual Graphs with Sparse Data. | Jean-Gabriel Ganascia, Julien Velcin |