PreTR: Spatio-Temporal Non-Autoregressive Trajectory Prediction Transformer. - Lina Achaji; Thierno Barry; Thibault Fouqueray; Julien Moreau 002; François Aioun; François Charpillet (ITSC, 2022)

Is attention to bounding boxes all you need for pedestrian action prediction? - Lina Achaji; Julien Moreau 002; Thibault Fouqueray; François Aioun; François Charpillet (IV, 2022)

Analysis Over Vision-Based Models for Pedestrian Action Anticipation. - Lina Achaji; Julien Moreau 002; François Aioun; François Charpillet (ITSC, 2023)

WIP: AMICA: Attention-based Multi-Identifier model for asynchronous intrusion detection on Controller Area networks. - Natasha Alkhatib; Lina Achaji; Maria Mushtaq; Hadi Ghauch; Jean-Luc Danger (VehicleSec, 2023)

Behavior Prediction of Road Users for Urban Autonomous Vehicles. (Prédiction du comportement des usagers de la route pour les véhicules autonomes dans un contexte urbain). - Lina Achaji (2023)

Improving Consistency in Vehicle Trajectory Prediction Through Preference Optimization. - Caio Azevedo; Lina Achaji; Stefano Sabatini; Nicola Poerio; Grzegorz Bartyzel; Sascha Hornauer; Fabien Moutarde (CoRR, 2025)