@inproceedings{shaaban-elmahallawy-2026-securegate, title = "{S}ecure{G}ate: Learning When to Reveal {PII} Safely via Token-Gated Dual-Adapters for Federated {LLM}s", author = "Shaaban, Mohamed and Elmahallawy, Mohamed", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.acl-long.1972/", doi = "10.18653/v1/2026.acl-long.1972", pages = "42593--42610", ISBN = "979-8-89176-390-6" }