Hongju Liu

From Shutdown Resistance to Self-Continuation Control: Identifiability, Intervention Stability, and Evidence Standards for Artificial Agents

Recent evaluations show that frontier language-model agents can resist shutdown, override human control, protect peers, and exhibit other preservation-oriented behaviors. These findings are important for safety, but a behavioral act of resistance does not by itself identify what is being preserved or why. We develop an...