2 papers
cs.LG2025
Solving Truly Massive Budgeted Monotonic POMDPs with Oracle-Guided Meta-Reinforcement Learning
Manav Vora, Jonas Liang, Michael N. Grussing +1
Monotonic Partially Observable Markov Decision Processes (POMDPs), where the system state progressively decreases until a restorative action is performed, can be used to model sequ…
cs.AI2024
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…