LiSA: Lifelong Safety Adaptation via Conservative Policy Induction. - Minbeom Kim; Lesly Miculicich; Bhavana Dalvi Mishra; Mihir Parmar; Phillip Wallis; Bharath Chandrasekhar; Kyomin Jung; Tomas Pfister; Long T. Le (CoRR, 2026)