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3 accepted papers

2023

Deep Graph Representation Learning and Optimization for Influence Maximization

ICML 2023poster

Influence maximization (IM) is formulated as selecting a set of initial users from a social network to maximize the expected number of influenced users. Researchers have made great progresses to design various traditional methods, yet both theoretical design and performance gain are close to their l…

2018

Fast Maximization of Non-Submodular, Monotonic Functions on the Integer Lattice

ICML 2018oral

The optimization of submodular functions on the integer lattice has received much attention recently, but the objective functions of many applications are non-submodular. We provide two approximation algorithms for maximizing a non-submodular function on the integer lattice subject to a cardinality…