Jianmei Guo

PlugGuard: A Streaming Safeguard for Large Models via Latent Dynamics-Guided Risk Detection

Large models (LMs) are powerful content generators, yet their open‑ended nature can also introduce potential risks, such as generating harmful or biased content. Existing guardrails mostly perform post-hoc detection that may expose unsafe content before it is caught, and the latency constraints furt…