On the Limits of Support-Preserving Alignment and Bounded Filtering

Aryan Dutt, Rui Mao, Anupam Chattopadhyay

We study whether alignment schemes that reshape a base model's output distribution, combined with bounded safety filters, can drive the probability of harmful behavior to zero in m…