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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Gengyu Wang

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Book Open access Aug 2026

Scalable Algorithms for Information Centrality Optimization via Global Edge Addition

This work proposes two scalable greedy algorithms based on gradient-guided edge selection that efficiently approximate marginal gains and prune the candidate edge set and achieves optimization performance comparable to exact greedy strategies while substantially reducing computational time.

Runze Zhang, Gengyu Wang, Zhong-Zhi Zhang · 0 citations
Book Open access Aug 2026

Scalable Algorithms for Information Centrality Optimization via Global Edge Addition

This work proposes two scalable greedy algorithms based on gradient-guided edge selection that efficiently approximate marginal gains and prune the candidate edge set and achieves optimization performance comparable to exact greedy strategies while substantially reducing computational time.

Runze Zhang, Gengyu Wang, Zhongzhi Zhang · 0 citations

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