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cs.LG2026
Beyond Static Bias: Adaptive Multi-Fidelity Bandits with Improving Proxies
Muyun Lu, Haoyang Hong, Huazheng Wang +1
As an extension of the classical multi-armed bandit problem, multi-fidelity multi-armed bandits (MF-MAB) enable individual arms to be evaluated using diverse feedback sources that…
cs.LG2024
FCOM: A Federated Collaborative Online Monitoring Framework via Representation Learning
Tanapol Kosolwattana, Huazheng Wang, Raed Al Kontar +1
Online learning has demonstrated notable potential to dynamically allocate limited resources to monitor a large population of processes, effectively balancing the exploitation of p…
cs.LG2023
Online Modeling and Monitoring of Dependent Processes under Resource Constraints
Tanapol Kosolwattana, Huazheng Wang, Ying Lin
Adaptive monitoring of a large population of dynamic processes is critical for the timely detection of abnormal events under limited resources in many healthcare and engineering sy…