Lingna Ma — accepted AI-conference papers

2023

AHPA: Adaptive Horizontal Pod Autoscaling Systems on Alibaba Cloud Container Service for Kubernetes

Zhiqiang Zhou, Chaoli Zhang, Lingna Ma, Jing Gu, Huajie Qian, Qingsong Wen +3

AAAI 2023technical

The existing resource allocation policy for application instances in Kubernetes cannot dynamically adjust according to the requirement of business, which would cause an enormous waste of resources during fluctuations. Moreover, the emergence of new cloud services puts higher resource management requ…

Cited by 16 Source ↗PDF ↗Scholar ↗

2022

SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction

Minhao LIU, Ailing Zeng, Muxi Chen, Zhijian Xu, Qiuxia LAI, Lingna Ma +1

NeurIPS 2022accept

One unique property of time series is that the temporal relations are largely preserved after downsampling into two sub-sequences. By taking advantage of this property, we propose a novel neural network architecture that conducts sample convolution and interaction for temporal modeling and forecasti…

Cited by 479 Source ↗PDF ↗code ↗Scholar ↗