Probabilistic DAG search. - Julia Grosse; Cheng Zhang; Philipp Hennig (UAI, 2021)

Optimistic Optimization of Gaussian Process Samples. - Julia Grosse; Cheng Zhang; Philipp Hennig (Trans. Mach. Learn. Res., 2023)

A Greedy Approximation for k-Determinantal Point Processes. - Julia Grosse; Rahel Fischer; Roman Garnett; Philipp Hennig (AISTATS, 2024)

A Critical Look At Tokenwise Reward-Guided Text Generation. - Ahmad Rashid; Ruotian Wu; Julia Grosse; Agustinus Kristiadi; Pascal Poupart (CoRR, 2024)

Uncertainty-Guided Optimization on Large Language Model Search Trees. - Julia Grosse; Ruotian Wu; Ahmad Rashid; Philipp Hennig; Pascal Poupart; Agustinus Kristiadi (CoRR, 2024)