2025: Paper 'ViLu' on error prediction accepted to ICCV25.
2024: Paper on few-shot learning for Vision-Language Models (VLM) accepted at ECCV24, achieving the best accuracy-robustness trade-off.
2024: Awarded ANR funding for the young researcher project 'MERCATO: Multimodal Uncertainty Quantification for Earth Observation'.
2023: Paper on hybrid EBM models for OOD detection accepted at ICML23.
2022: Two papers accepted at ECCV22; paper on transformers for high-resolution semantic segmentation accepted at WACV23; paper accepted at MLMI22 MICCAI workshop.
2021: Paper on robust and decomposable average precision accepted at NeurIPS'21; U-Net Transformer paper accepted at MLMI; co-investigator on ANR Astral project for ML in multidimensional SAR processing.
Outstanding reviewer for CVPR25.
Supervised multiple PhD defenses, including Marc Lafon (2025), Elias Ramzi (2024, AFRIF24 best PhD award), and L. Themyr (2023).