NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365

Author:

Wang Lu1,Zhao Pu1,Du Chao1,Luo Chuan1,Su Mengna2,Yang Fangkai1,Liu Yudong1,Lin Qingwei1,Wang Min3,Dang Yingnong4,Zhang Hongyu5,Rajmohan Saravan6,Zhang Dongmei1

Affiliation:

1. Microsoft Research, Beijing, UNK, China

2. Microsoft 365, Suzhou, UNK, China

3. Microsoft 365, Suzhou, China

4. Microsoft Azure, Seattle, WA, USA

5. The University of Newcastle, Newcastle, UNK, Australia

6. Microsoft 365, Seattle, WA, USA

Publisher

ACM

Reference19 articles.

1. Predicting Disk Replacement towards Reliable Data Centers

2. Unreliable failure detectors for reliable distributed systems

3. On the quality of service of failure detectors

4. Failures in large scale systems

5. Tuomas Haarnoja , Aurick Zhou , Pieter Abbeel , and Sergey Levine . 2018 . Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor . In Proceedings of ICML 2018 . PMLR, 1861--1870. Tuomas Haarnoja, Aurick Zhou, Pieter Abbeel, and Sergey Levine. 2018. Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor. In Proceedings of ICML 2018. PMLR, 1861--1870.

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