@article{shieldasecureandhighlyenhanced, title = {SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks}, author = {Kutub Uddin and Awais Khan and Muhammad Umar Farooq and Khalid Malik}, year = {2025}, eprint = {2507.13170}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.13170v1}, }