Rocco A. Servedio
9 papers · 2003–2020 · 3 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (13) π Interdisciplinary Bridge π Academic Marathon (17) π£ Hot Topic Early Bird π Cross-Pollinator (10)
π§
Keyword Pioneer
π
Conference Polyglot
(3)
π±
Topic Pioneer
π
Trend Setter
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Conference Pioneer
Conferences
JMLR (7)
COLT (1)
NIPS (1)
Top co-authors
Keywords
sample complexity
(4)
pac learning
(4)
large margin learning
(1)
gradient descent
(1)
halfspace learning
(1)
smooth boosting
(1)
probability distribution
(1)
support vector machine
(1)
adversarial label noise
(1)
maximum margin
(1)
random walk
(1)
malicious noise
(1)
distribution learning
(1)
random variable
(1)
density estimation
(1)
learning algorithm
(1)
parallel algorithm
(1)
lower bound
(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
NIPS 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