TIAR: Trajectory-Informed Advantage Reweighting for LLM Abstention Learning. - Muyu Pan; Shu Zhao 006; Nan Zhang; Philip Shin; Varun Parekh; Vijaykrishnan Narayanan; Rui Zhang 037 (CoRR, 2026)