Requêtes discriminantes pour l'exploration des données. - Julien Cumin; Jean-Marc Petit; Fabien Rouge; Vasile-Marian Scuturici; Christian Surace; Sabina Surdu (EGC, 2016)

A Priori Data and A Posteriori Decision Fusions for Human Action Recognition. - Julien Cumin; Grégoire Lefebvre (VISIGRAPP (4: VISAPP), 2016)

Recognizing Human Actions based on Extreme Learning Machines. - Grégoire Lefebvre; Julien Cumin (VISIGRAPP (4: VISAPP), 2016)

Human Activity Recognition Using Place-Based Decision Fusion in Smart Homes. - Julien Cumin; Grégoire Lefebvre; Fano Ramparany; James L. Crowley (CONTEXT, 2017)

Data Exploration with SQL using Machine Learning Techniques. - Julien Cumin; Jean-Marc Petit; Vasile-Marian Scuturici; Sabina Surdu (EDBT, 2017)

A Dataset of Routine Daily Activities in an Instrumented Home. - Julien Cumin; Grégoire Lefebvre; Fano Ramparany; James L. Crowley (UCAmI, 2017)

Inferring Availability for Communication in Smart Homes Using Context. - Julien Cumin; Grégoire Lefebvre; Fano Ramparany; James L. Crowley (PerCom Workshops, 2018)

Recognizing and predicting activities in smart homes. (Reconnaissance et prédiction d'activités dans la maison connectée). - Julien Cumin (2018)

Collaborative Homes. - Fano Ramparany; Iago Felipe Trentin; Julien Cumin; Olivier Boissier (ATAC@ISWC, 2021)

PSINES: Activity and Availability Prediction for Adaptive Ambient Intelligence. - Julien Cumin; Grégoire Lefebvre; Fano Ramparany; James L. Crowley (ACM Trans. Auton. Adapt. Syst., 2021)

Emotion Recognition with Pre-Trained Transformers Using Multimodal Signals. - Juan Vazquez-Rodriguez; Grégoire Lefebvre; Julien Cumin; James L. Crowley (ACII, 2022)

Transformer-Based Self-Supervised Learning for Emotion Recognition. - Juan Vazquez-Rodriguez; Grégoire Lefebvre; Julien Cumin; James L. Crowley (ICPR, 2022)

Maisons Collaboratives (démonstration). - Julien Cumin; Fano Ramparany; Iago Felipe Trentin; Olivier Boissier (JFSMA, 2022)

Accommodating Missing Modalities in Time-Continuous Multimodal Emotion Recognition. - Juan Vazquez-Rodriguez; Grégoire Lefebvre; Julien Cumin; James L. Crowley (ACII, 2023)

Towards LLM-Powered Ambient Sensor Based Multi-Person Human Activity Recognition. - Xi Chen; Julien Cumin; Fano Ramparany; Dominique Vaufreydaz (ICPADS, 2024)

Generative Resident Separation and Multi-label Classification for Multi-person Activity Recognition. - Xi Chen; Julien Cumin; Fano Ramparany; Dominique Vaufreydaz (PerCom Workshops, 2024)

Construction non-supervisée de variables pour la détection d'anomalies dans les séries temporelles. - Marine Hamon; Vincent Lemaire 001; Noureddine Yassine Nair Benrekia; Samuel Berlemont; Julien Cumin (EGC, 2025)

Multi-subject human activities: A survey of recognition and evaluation methods based on a formal framework. - Luca Arrotta; Gabriele Civitarese; Xi Chen; Julien Cumin; Claudio Bettini (Expert Syst. Appl., 2025)

Unsupervised Feature Construction for Anomaly Detection in Time Series - An Evaluation. - Marine Hamon; Vincent Lemaire 001; Noureddine Yassine Nair Benrekia; Samuel Berlemont; Julien Cumin (CoRR, 2025)

Generating and Evaluating Data of Daily Activities with an Autonomous Agent in a Virtual Smart Home. - Lysa Gramoli; Julien Cumin; Jérémy Lacoche; Anthony Foulonneau; Bruno Arnaldi; Valérie Gouranton (ACM Trans. Multim. Comput. Commun. Appl., 2025)

MuRAL: A Multi-Resident Ambient Sensor Dataset Annotated with Natural Language for Activities of Daily Living. - Xi Chen; Julien Cumin; Fano Ramparany; Dominique Vaufreydaz (CoRR, 2025)