most citedA Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud

48 citations · 48 across the 2 of their papers we have counts for

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cs.LG2022★ 48 cited

A Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud

Siqiao Xue, Chao Qu, Xiaoming Shi +11

Predictive autoscaling (autoscaling with workload forecasting) is an important mechanism that supports autonomous adjustment of computing resources in accordance with fluctuating w…

cs.LG2022

Bellman Meets Hawkes: Model-Based Reinforcement Learning via Temporal Point Processes

Chao Qu, Xiaoyu Tan, Siqiao Xue +3

We consider a sequential decision making problem where the agent faces the environment characterized by the stochastic discrete events and seeks an optimal intervention policy such…