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Hardware Trojan (HT) poses a critical security threat to integrated circuits, which can change circuit functionality or leak sensitive data. HTs are typically activated under low-probability conditions by exploiting "rare signals" in logic circuits. In this paper, we propose RareLS, rarity-reducing logic synthesis for mitigating HT threats. Specifically, RareLS reduces the number of rare signals through rarity-oriented technology-independent optimization and technology mapping. Experimental results show that RareLS reduces rare signals by 63.4% on average, with a small overhead of 4.0% in area, 1.9% in delay, and 6.2% in power. Moreover, RareLS complicates HT insertion for attackers by reducing HT trigger logic by 92.94%, and aids defenders in detecting HTs by shortening the test length by more than 80.83%.