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Spotlight
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Wed 8:05
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Optimal Algorithms for Stochastic Multi-Level Compositional Optimization
Wei Jiang · Bokun Wang · Yibo Wang · Lijun Zhang · Tianbao Yang
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Spotlight
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Wed 7:55
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Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity
Jingzhao Zhang · Hongzhou Lin · Subhro Das · Suvrit Sra · Ali Jadbabaie
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Poster
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Tue 15:30
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Online Learning for Min Sum Set Cover and Pandora’s Box
Evangelia Gergatsouli · Christos Tzamos
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Oral
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Tue 7:30
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Online Learning for Min Sum Set Cover and Pandora’s Box
Evangelia Gergatsouli · Christos Tzamos
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Poster
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Wed 15:30
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Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity
Jingzhao Zhang · Hongzhou Lin · Subhro Das · Suvrit Sra · Ali Jadbabaie
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Poster
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Wed 15:30
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Optimal Algorithms for Stochastic Multi-Level Compositional Optimization
Wei Jiang · Bokun Wang · Yibo Wang · Lijun Zhang · Tianbao Yang
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Poster
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Tue 15:30
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Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization
Dongruo Zhou · Quanquan Gu
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Spotlight
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Tue 14:30
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Anticorrelated Noise Injection for Improved Generalization
Antonio Orvieto · Hans Kersting · Frank Proske · Francis Bach · Aurelien Lucchi
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Poster
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Tue 15:30
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Anticorrelated Noise Injection for Improved Generalization
Antonio Orvieto · Hans Kersting · Frank Proske · Francis Bach · Aurelien Lucchi
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Spotlight
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Tue 14:20
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High Probability Guarantees for Nonconvex Stochastic Gradient Descent with Heavy Tails
Shaojie Li · Yong Liu
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Poster
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Tue 15:30
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High Probability Guarantees for Nonconvex Stochastic Gradient Descent with Heavy Tails
Shaojie Li · Yong Liu
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Spotlight
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Tue 11:30
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Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization
Dongruo Zhou · Quanquan Gu
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