Výsledky vyhledávání - "Learning Augmented Algorithms"

Incorporating predictions in online graph coloring algorithms Autor Antoniadis, Antonios, Broersma, Hajo, Meng, Yang

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Learning-Augmented Scheduling Autor Zhao, Tianming, Li, Wei, Zomaya, Albert Y.

“…The recent revival in learning theory has provided us with improved capabilities for accurate predictions. This work contributes to an emerging research agenda…”
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Boosting Double Coverage for k-Server via Imperfect Predictions Autor Lindermayr, Alexander, Megow, Nicole, Simon, Bertrand

“…We study the online k -server problem in a learning-augmented setting. While in the traditional online model, an algorithm has no information about the request…”
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Learning-augmented algorithms for online subset sum Autor Xu, Chenyang, Zhang, Guochuan

“…As one of Karp’s 21 NP-complete problems, the subset sum problem, as well as its generalization, has been well studied. Among the rich literature, there is…”
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Robust machine-learned algorithms for efficient grid operation Autor Christianson, Nicolas, Yeh, Christopher, Li, Tongxin, Hosseini, Mehdi, Torabi Rad, Mahdi, Golmohammadi, Azarang, Wierman, Adam

“…Increasing penetration of variable and intermittent renewable energy resources on the energy grid poses a challenge for reliable and efficient grid operation,…”
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Online Dynamic Acknowledgement with Learned Predictions Autor Im, Sungjin, Moseley, Benjamin, Xu, Chenyang, Zhang, Ruilong

“…We revisit the online dynamic acknowledgment problem. In the problem, a sequence of requests arrive over time to be acknowledged, and all outstanding requests…”
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Learning-Augmented Online Minimization of Age of Information and Transmission Costs Autor Liu, Zhongdong, Zhang, Keyuan, Li, Bin, Sun, Yin, Hou, Y. Thomas, Ji, Bo

“…We consider a discrete-time system where a resource-constrained source (e.g., a small sensor) transmits its time-sensitive data to a destination over a…”
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AI-Augmented Parameter Initialization for QAOA Autor Nana, Jai, Li, Xinpeng, Xie, Ning, Pu, Shusen, Yu, Yifan, Guan, Qiang, Han, Xiaotian, Xu, Shuai, Chaudhary, Vipin

“…The recent interest in learning-augmented algorithms has motivated us to explore their applicability in quantum computing, specifically during the noisy…”
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Learning-augmented Online Minimization of Age of Information and Transmission Costs Autor Liu, Zhongdong, Zhang, Keyuan, Li, Bin, Sun, Yin, Hou, Y. Thomas, Ji, Bo

“…We consider a discrete-time system where a resource-constrained source (e.g., a small sensor) transmits its time-sensitive data to a destination over a…”
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