Rocco A. Servedio
9 papers · 2003–2020 · 3 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Academic Marathon Β· Full π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (15) π Conference Polyglot Β· Bronze
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Topic Pioneer
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Keyword Pioneer
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Conference Pioneer
Venues
Top co-authors
Research topics
Keywords
sample complexity
(4)
pac learning
(4)
large margin learning
(1)
probability distribution
(1)
maximum margin
(1)
smooth boosting
(1)
random walk
(1)
random variable
(1)
lower bound
(1)
gradient descent
(1)
attribute-efficient learning
(1)
halfspace learning
(1)
malicious noise
(1)
distribution learning
(1)
density estimation
(1)
support vector machine
(1)
learning algorithm
(1)
parallel algorithm
(1)
learning theory
(1)
statistical learning
(1)
Papers
Learning Sums of Independent Random Variables with Sparse Collective Support
JMLR 2020
Near-Optimal Density Estimation in Near-Linear Time Using Variable-Width Histograms
NeurIPS 2014
Algorithms and Hardness Results for Parallel Large Margin Learning
JMLR 2013
Lower Bounds and Hardness Amplification for Learning Shallow Monotone Formulas
COLT 2011
Learning Halfspaces with Malicious Noise
JMLR 2009
Separating Models of Learning from Correlated and Uncorrelated Data
JMLR 2007
Toward Attribute Efficient Learning of Decision Lists and Parities
JMLR 2006
Maximum Margin Algorithms with Boolean Kernels
JMLR 2005
Smooth Boosting and Learning with Malicious Noise
JMLR 2003