2 papers
cs.GT2025
Sequential Decision Making in Stochastic Games with Incomplete Preferences over Temporal Objectives
Abhishek Ninad Kulkarni, Jie Fu, Ufuk Topcu
Ensuring that AI systems make strategic decisions aligned with the specified preferences in adversarial sequential interactions is a critical challenge for developing trustworthy A…
cs.RO2024
Preference-Based Planning in Stochastic Environments: From Partially-Ordered Temporal Goals to Most Preferred Policies
Hazhar Rahmani, Abhishek N. Kulkarni, Jie Fu
Human preferences are not always represented via complete linear orders: It is natural to employ partially-ordered preferences for expressing incomparable outcomes. In this work, w…