Wenjian Tao

Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control

Safety alignment remains brittle under domain shift and noisy preference supervision. Existing robust alignment methods predominantly focus on data uncertainty in alignment data, while being less effective at addressing failures caused by optimization-induced fragility. In this work, we revisit robu…