2 papers
cs.LG2026
Maturing Markov Decision Processes: Decision Making under Increasing Information and Shrinking Action Sets
Jiaxi Liu, Aiping Yang, Yuhang Yang +4
Sequential decision problems often exhibit an asymmetric evolution of information and decision flexibility: as a decision cycle unfolds, the agent receives richer information while…
cs.LG2026
A Unified Hierarchical Multi-Task Multi-Fidelity Framework for Data-Efficient Surrogate Modeling in Manufacturing
Manan Mehta, Zhiqiao Dong, Yuhang Yang +1
Surrogate modeling is an essential data-driven technique for quantifying relationships between input variables and system responses in manufacturing and engineering systems. Two ma…