Robust Gabor Networks. - Juan C. Pérez; Motasem Alfarra; Guillaume Jeanneret; Adel Bibi; Ali K. Thabet; Bernard Ghanem; Pablo Arbeláez (CoRR, 2019)

Gabor Layers Enhance Network Robustness. - Juan C. Pérez; Motasem Alfarra; Guillaume Jeanneret; Adel Bibi; Ali K. Thabet; Bernard Ghanem; Pablo Arbeláez (ECCV (9), 2020)

On the Decision Boundaries of Deep Neural Networks: A Tropical Geometry Perspective. - Motasem Alfarra; Adel Bibi; Hasan Hammoud; Mohamed Gaafar; Bernard Ghanem (CoRR, 2020)

Adaptive Learning of the Optimal Mini-Batch Size of SGD. - Motasem Alfarra; Slavomír Hanzely; Alyazeed Albasyoni; Bernard Ghanem; Peter Richtárik (CoRR, 2020)

ClusTR: Clustering Training for Robustness. - Motasem Alfarra; Juan C. Pérez; Adel Bibi; Ali K. Thabet; Pablo Arbeláez; Bernard Ghanem (CoRR, 2020)

Rethinking Clustering for Robustness. - Motasem Alfarra; Juan C. Pérez; Adel Bibi; Ali K. Thabet; Pablo Arbeláez; Bernard Ghanem (BMVC, 2021)

Enhancing Adversarial Robustness via Test-time Transformation Ensembling. - Juan C. Pérez; Motasem Alfarra; Guillaume Jeanneret; Laura Rueda; Ali K. Thabet; Bernard Ghanem; Pablo Arbeláez (ICCVW, 2021)

DeformRS: Certifying Input Deformations with Randomized Smoothing. - Motasem Alfarra; Adel Bibi; Naeemullah Khan; Philip H. S. Torr; Bernard Ghanem (AAAI, 2022)

Combating Adversaries with Anti-adversaries. - Motasem Alfarra; Juan C. Pérez; Ali K. Thabet; Adel Bibi; Philip H. S. Torr; Bernard Ghanem (AAAI, 2022)

3DeformRS: Certifying Spatial Deformations on Point Clouds. - Gabriel Pérez S.; Juan C. Pérez; Motasem Alfarra; Silvio Giancola; Bernard Ghanem (CVPR, 2022)

On the Robustness of Quality Measures for GANs. - Motasem Alfarra; Juan C. Pérez; Anna Frühstück; Philip H. S. Torr; Peter Wonka; Bernard Ghanem (ECCV (17), 2022)

Data dependent randomized smoothing. - Motasem Alfarra; Adel Bibi; Philip H. S. Torr; Bernard Ghanem (UAI, 2022)

Towards Assessing and Characterizing the Semantic Robustness of Face Recognition. - Juan C. Pérez; Motasem Alfarra; Ali K. Thabet; Pablo Arbeláez; Bernard Ghanem (CoRR, 2022)

Certified Robustness in Federated Learning. - Motasem Alfarra; Juan C. Pérez; Egor Shulgin; Peter Richtárik; Bernard Ghanem (CoRR, 2022)

SimCS: Simulation for Online Domain-Incremental Continual Segmentation. - Motasem Alfarra; Zhipeng Cai; Adel Bibi; Bernard Ghanem; Matthias Müller 011 (CoRR, 2022)

ANCER: Anisotropic Certification via Sample-wise Volume Maximization. - Francisco Eiras; Motasem Alfarra; Philip H. S. Torr; M. Pawan Kumar; Puneet K. Dokania; Bernard Ghanem; Adel Bibi (Trans. Mach. Learn. Res., 2022)

Real-Time Evaluation in Online Continual Learning: A New Hope. - Yasir Ghunaim; Adel Bibi; Kumail Alhamoud; Motasem Alfarra; Hasan Abed Al Kader Hammoud; Ameya Prabhu; Philip H. S. Torr; Bernard Ghanem (CVPR, 2023)

Online Distillation with Continual Learning for Cyclic Domain Shifts. - Joachim Houyon; Anthony Cioppa; Yasir Ghunaim; Motasem Alfarra; Anaïs Halin; Maxim Henry; Bernard Ghanem; Marc Van Droogenbroeck (CVPR Workshops, 2023)

Towards Characterizing the Semantic Robustness of Face Recognition. - Juan C. Pérez; Motasem Alfarra; Ali K. Thabet; Pablo Arbeláez; Bernard Ghanem (CVPR Workshops, 2023)

PIVOT: Prompting for Video Continual Learning. - Andrés Villa; Juan León Alcázar; Motasem Alfarra; Kumail Alhamoud; Julio Hurtado; Fabian Caba Heilbron; Alvaro Soto; Bernard Ghanem (CVPR, 2023)

Real-Time Evaluation in Online Continual Learning: A New Paradigm. - Yasir Ghunaim; Adel Bibi; Kumail Alhamoud; Motasem Alfarra; Hasan Abed Al Kader Hammoud; Ameya Prabhu; Philip H. S. Torr; Bernard Ghanem (CoRR, 2023)

Revisiting Test Time Adaptation under Online Evaluation. - Motasem Alfarra; Hani Itani; Alejandro Pardo; Shyma Alhuwaider; Merey Ramazanova; Juan C. Pérez; Zhipeng Cai; Matthias Müller 011; Bernard Ghanem (CoRR, 2023)

Generalizability of Adversarial Robustness Under Distribution Shifts. - Kumail Alhamoud; Hasan Abed Al Kader Hammoud; Motasem Alfarra; Bernard Ghanem (Trans. Mach. Learn. Res., 2023)

On the Decision Boundaries of Neural Networks: A Tropical Geometry Perspective. - Motasem Alfarra; Adel Bibi; Hasan Hammoud; Mohamed Gaafar; Bernard Ghanem (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

SimCS: Simulation for Domain Incremental Online Continual Segmentation. - Motasem Alfarra; Zhipeng Cai; Adel Bibi; Bernard Ghanem; Matthias Müller 001 (AAAI, 2024)

Evaluation of Test-Time Adaptation Under Computational Time Constraints. - Motasem Alfarra; Hani Itani; Alejandro Pardo; Shyma Alhuwaider; Merey Ramazanova; Juan Camilo Pérez; Zhipeng Cai; Matthias Müller 011; Bernard Ghanem (ICML, 2024)

Towards Interpretable Deep Local Learning with Successive Gradient Reconciliation. - Yibo Yang; Xiaojie Li; Motasem Alfarra; Hasan Abed Al Kader Hammoud; Adel Bibi; Philip Torr 001; Bernard Ghanem (ICML, 2024)

FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging. - Kumail Alhamoud; Yasir Ghunaim; Motasem Alfarra; Thomas Hartvigsen; Philip Torr 001; Bernard Ghanem; Adel Bibi; Marzyeh Ghassemi (MICCAI (10), 2024)

Combating Missing Modalities in Egocentric Videos at Test Time. - Merey Ramazanova; Alejandro Pardo; Bernard Ghanem; Motasem Alfarra (CoRR, 2024)

Deep Learning at the Intersection: Certified Robustness as a Tool for 3D Vision. - Gabriel Pérez S.; Juan C. Pérez; Motasem Alfarra; Jesus Zarzar; Sara Rojas 001; Bernard Ghanem; Pablo Arbeláez (CoRR, 2024)

Towards Faster and More Compact Foundation Models for Molecular Property Prediction. - Yasir Ghunaim; Andrés Villa; Gergo Ignacz; Gyorgy Szekely; Motasem Alfarra; Bernard Ghanem (CVPR Workshops, 2025)

Test-Time Adaptation for Combating Missing Modalities in Egocentric Videos. - Merey Ramazanova; Alejandro Pardo; Bernard Ghanem; Motasem Alfarra (ICLR, 2025)

Test-Time Adaptation with Source Based Auxiliary Tasks. - Motasem Alfarra; Alvaro H. C. Correia; Bernard Ghanem; Christos Louizos (Trans. Mach. Learn. Res., 2025)

EAGLE: Enhanced Visual Grounding Minimizes Hallucinations in Instructional Multimodal Models. - Andrés Villa; Juan León Alcázar; Motasem Alfarra; Vladimir Araujo; Alvaro Soto; Bernard Ghanem (CoRR, 2025)