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pro vyhledávání: '"He, Guoliang"'
The real-world effectiveness of deep neural networks often depends on their latency, thereby necessitating optimization techniques that can reduce a model's inference time while preserving its performance. One popular approach is to sequentially rewr
Externí odkaz:
http://arxiv.org/abs/2410.05534
Accurately predicting task performance at runtime in a cluster is advantageous for a resource management system to determine whether a task should be migrated due to performance degradation caused by interference. This is beneficial for both cluster
Externí odkaz:
http://arxiv.org/abs/2404.03079
Autor:
He, Guoliang, Yoneki, Eiko
Large language models (LLMs) have become a significant workload since their appearance. However, they are also computationally expensive as they have billions of parameters and are trained with massive amounts of data. Thus, recent works have develop
Externí odkaz:
http://arxiv.org/abs/2403.16863
Tensor graph superoptimisation systems perform a sequence of subgraph substitution to neural networks, to find the optimal computation graph structure. Such a graph transformation process naturally falls into the framework of sequential decision-maki
Externí odkaz:
http://arxiv.org/abs/2304.14698
Rewrite systems [6, 10, 12] have been widely employing equality saturation [9], which is an optimisation methodology that uses a saturated e-graph to represent all possible sequences of rewrite simultaneously, and then extracts the optimal one. As su
Externí odkaz:
http://arxiv.org/abs/2303.04651
Autor:
He, Guoliang, Jin, Dawei, Jiang, Wenjun, Zhao, Zongkun, Dai, Lifang, Yu, Zhiwen, Philip Chen, C.L.
Publikováno v:
In Information Sciences October 2024 681
Autor:
Tang, Xuyan, Wu, Yufeng, He, Guoliang, Wu, Jiatao, Zhong, Fei, Ren, Zhibo, Cao, Guibin, Liu, Fuwei, Gao, Chunmei, Wang, Lei
Publikováno v:
In Chemical Engineering Journal 1 September 2024 495
Publikováno v:
In Applied Mathematics Letters January 2025 159
Publikováno v:
In Wave Motion August 2024 129
Autor:
Wu, Jiatao, Ren, Zhibo, Tang, Fuhao, Zhang, Weixuan, He, Guoliang, Yin, Xiaojun, Gao, Chunmei, Wang, Lei
Publikováno v:
In Chemical Engineering Journal 15 June 2024 490