Universal Notice Network: Transferable Knowledge Among Agents. - Mehdi Mounsif; Sebastien Lengagne; Benoît Thuilot; Lounis Adouane (CoDIT, 2019)

BAM! Base Abstracted Modeling with Universal Notice Network: Fast Skill Transfer Between Mobile Manipulators. - Mehdi Mounsif; Sébastien Lengagne; Benoît Thuilot; Lounis Adouane (CoDIT, 2020)

CoachGAN: Fast Adversarial Transfer Learning between Differently Shaped Entities. - Mehdi Mounsif; Sébastien Lengagne; Benoît Thuilot; Lounis Adouane (ICINCO, 2020)

Task-Specific Loss: A Teacher-Centered Approach to Transfer Learning Between Distinctly Structured Robotic Agents. - Mehdi Mounsif; Sébastien Lengagne; Benoît Thuilot; Lounis Adouane (ICINCO (Selected Papers), 2020)

SynFine: Boosting Image Segmentation Accuracy Through Synthetic Data Generation and Surgical Fine-Tuning. - Mehdi Mounsif; Yassine Motie; Mohamed Benabdelkrim; Florent Brondolo (ICPRAM, 2023)

SwarMind: Harnessing Large Language Models for Flock Dynamics. - Mehdi Mounsif; Killian Zehnder; Yassine Motie; Zoran Adam-Gaxotte (ISCMI, 2023)

Universal Notice Networks: Transferring Learned Skills Through a Broad Panel of Applications. - Mehdi Mounsif; Sébastien Lengagne; Benoît Thuilot; Lounis Adouane (J. Intell. Robotic Syst., 2023)

AutoRoC-DBSCAN: automatic tuning of DBSCAN to detect malicious DNS tunnels. - Thi Quynh Nguyen; Romain Laborde; Abdelmalek Benzekri; Arnaud Oglaza; Mehdi Mounsif (Ann. des Télécommunications, 2025)

Scaling Algorithm Distillation for Continuous Control with Mamba. - Samuel Beaussant; Mehdi Mounsif (CoRR, 2025)

Large Reasoning Models are not thinking straight: on the unreliability of thinking trajectories. - Jhouben Cuesta-Ramirez; Samuel Beaussant; Mehdi Mounsif (CoRR, 2025)