37 citations · 151 across the 85 of their papers we have counts for
4 papers · 1 filter
InfraLib: Enabling Reinforcement Learning and Decision-Making for Large-Scale Infrastructure Management
Pranay Thangeda, Trevor S. Betz, Michael N. Grussing +1
Efficient management of infrastructure systems is crucial for economic stability, sustainability, and public safety. However, infrastructure sustainment is challenging due to the v…
Optimizing Agricultural Order Fulfillment Systems: A Hybrid Tree Search Approach
Pranay Thangeda, Hoda Helmi, Melkior Ornik
Efficient order fulfillment is vital in the agricultural industry, particularly due to the seasonal nature of seed supply chains. This paper addresses the challenge of optimizing s…
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art
Neeloy Chakraborty, Melkior Ornik, Katherine Driggs-Campbell
Autonomous systems are soon to be ubiquitous, spanning manufacturing, agriculture, healthcare, entertainment, and other industries. Most of these systems are developed with modular…
Efficient Strategy Synthesis for MDPs with Resource Constraints
František Blahoudek, Petr Novotný, Melkior Ornik +2
We consider qualitative strategy synthesis for the formalism called consumption Markov decision processes. This formalism can model dynamics of an agents that operates under resour…