Parameter Setting for Multicore CMA-ES with Large Populations. - Nacim Belkhir; Johann Dréo; Pierre Savéant; Marc Schoenauer (Artificial Evolution, 2015)

Surrogate Assisted Feature Computation for Continuous Problems. - Nacim Belkhir; Johann Dréo; Pierre Savéant; Marc Schoenauer (LION, 2016)

Feature Based Algorithm Configuration: A Case Study with Differential Evolution. - Nacim Belkhir; Johann Dréo; Pierre Savéant; Marc Schoenauer (PPSN, 2016)

Recurrent neural network-based fault detector for aileron failures of aircraft. - Nobuyuki Yoshikawa; Nacim Belkhir; Sinji Suzuki (ASCC, 2017)

Per instance algorithm configuration of CMA-ES with limited budget. - Nacim Belkhir; Johann Dréo; Pierre Savéant; Marc Schoenauer (GECCO, 2017)

Per Instance Algorithm Configuration for Continuous Black Box Optimization. (Configuration Automatisé d'algorithme par instance pour l'optimisation numérique boîte-noire). - Nacim Belkhir (2017)

Robust Semantic Segmentation with Superpixel-Mix. - Gianni Franchi; Nacim Belkhir; Mai Lan Ha; Yufei Hu; Andrei Bursuc; Volker Blanz; Angela Yao (BMVC, 2021)

Reliable Semantic Segmentation with Superpixel-Mix. - Gianni Franchi; Nacim Belkhir; Mai Lan Ha; Yufei Hu; Andrei Bursuc; Volker Blanz; Angela Yao (CoRR, 2021)

A study of deep perceptual metrics for image quality assessment. - Rémi Kazmierczak; Gianni Franchi; Nacim Belkhir; Antoine Manzanera; David Filliat (CoRR, 2022)

Learning deep morphological networks with neural architecture search. - Yufei Hu; Nacim Belkhir; Jesús Angulo; Angela Yao; Gianni Franchi (Pattern Recognit., 2022)

NECO: NEural Collapse Based Out-of-distribution detection. - Mouïn Ben Ammar; Nacim Belkhir; Sebastian Popescu; Antoine Manzanera; Gianni Franchi (ICLR, 2024)

InfraParis: A multi-modal and multi-task autonomous driving dataset. - Gianni Franchi; Marwane Hariat; Xuanlong Yu; Nacim Belkhir; Antoine Manzanera; David Filliat (WACV, 2024)

Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation. - Gianni Franchi; Nacim Belkhir; Dat Nguyen Trong; Guoxuan Xia; Andrea Pilzer (CVPR, 2025)

Foundation models and Transformers for anomaly detection: A survey. - Mouïn Ben Ammar; Arturo Mendoza; Nacim Belkhir; Antoine Manzanera; Gianni Franchi (Inf. Fusion, 2026)