Matthew Staib
5 papers · 2017–2019 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Bronze
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Interdisciplinary Bridge Β· Bronze
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Taxonomy Completionist
(17)
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Hot Topic Early Bird
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Keywords
distributionally robust optimization
(2)
robust optimization
(1)
non-convex optimization
(1)
bayesian inference
(1)
optimal transport
(1)
ridge regression
(1)
empirical risk minimization
(1)
probability distribution
(1)
variance reduction
(1)
maximum mean discrepancy
(1)
submodular maximization
(1)
influence maximization
(1)
generalization bound
(1)
streaming algorithm
(1)
streaming data
(1)
generalization guarantee
(1)
bias-variance tradeoff
(1)
adaptive gradient method
(1)
parallel computation
(1)
submodular function
(1)
Papers
Distributionally Robust Optimization and Generalization in Kernel Methods
NeurIPS 2019
Distributionally Robust Submodular Maximization
AISTATS 2019
Escaping Saddle Points with Adaptive Gradient Methods
ICML 2019
Parallel Streaming Wasserstein Barycenters
NeurIPS 2017
Robust Budget Allocation via Continuous Submodular Functions
ICML 2017