Movement Penalized Bayesian Optimization with Application to Wind Energy Systems. - Shyam Sundhar Ramesh; Pier Giuseppe Sessa; Andreas Krause 001; Ilija Bogunovic (NeurIPS, 2022)

Distributionally Robust Model-based Reinforcement Learning with Large State Spaces. - Shyam Sundhar Ramesh; Pier Giuseppe Sessa; Yifan Hu; Andreas Krause 001; Ilija Bogunovic (AISTATS, 2024)

Group Robust Preference Optimization in Reward-free RLHF. - Shyam Sundhar Ramesh; Yifan Hu; Iason Chaimalas; Viraj Mehta; Pier Giuseppe Sessa; Haitham Bou-Ammar; Ilija Bogunovic (NeurIPS, 2024)

Almost Surely Safe Alignment of Large Language Models at Inference-Time. - Xiaotong Ji; Shyam Sundhar Ramesh; Matthieu Zimmer; Ilija Bogunovic; Jun Wang 012; Haitham Bou-Ammar (CoRR, 2025)

Robust Multi-Objective Controlled Decoding of Large Language Models. - Seongho Son; William Bankes; Sangwoong Yoon; Shyam Sundhar Ramesh; Xiaohang Tang; Ilija Bogunovic (CoRR, 2025)