Papers by Mohammed Erradi
UOREX: Towards Uncertainty-Aware Open Relation Extraction (2025.naacl-long)
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| Challenge: | Existing methods for relation extraction are limited by their inability to accurately self-assess their performance. |
| Approach: | They propose an approach that effectively models a part of the epistemic uncertainty within OpenRE by preventing overconfident errors. |
| Outcome: | The proposed approach improves OpenRE reliability by preventing overconfident errors. |
ART: Attention-Regularized Transformers for Multi-Modal Robustness (2026.findings-eacl)
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| Challenge: | Existing approaches to enhancing robustness are domain-specific or lack formal guarantees. |
| Approach: | They propose a framework that enhances robustness across modalities by regularizing attention maps under adversarial perturbations. |
| Outcome: | The proposed framework improves robustness across modalities and training on IMDB, QNLI, CIFAR-10, Cifar-100, and Imagenette. |