Test-Time Alignment of LLMs via Sampling-Based Optimal Control in pre-logit space. - Sekitoshi Kanai; Tsukasa Yoshida; Hiroshi Takahashi; Haru Kuroki; Kazumune Hashimoto (CoRR, 2025)