Safety-Preserving PTQ via Contrastive Alignment Loss

Sunghyun Wee, Suyoung Kim, Hyeonjin Kim +2

Post-Training Quantization (PTQ) has become the de-facto standard for efficient LLM deployment, yet its optimization objective remains fundamentally incomplete. Standard PTQ method…