Pseudonymous Litigants in Federal Courts

How do courts treat pseudonymous declarants and when are such declarants typically required to appear for deposition or live testimony?

and declarants through a case‑by‑case balancing test that weighs a plaintiff’s privacy and safety interests against the public’s right to open courts and defendants’ confrontation and due‑process righ...