James Worrell
5 papers · 2015–2022 · 3 venues · across top CS/AI venues
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Achievements
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๐ Conference Polyglot ยท Bronze ๐ Academic Marathon ยท Sprint ๐ฃ Hot Topic Early Bird ๐ Keyword Champion (2) โ The Questioner
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Trend Setter
Venues
Research topics
Keywords
sample complexity
(3)
robust learning
(3)
pac learning
(2)
adversarial learning
(2)
robust classification
(2)
query complexity
(2)
adversarial attack
(2)
decision list
(2)
computational learning theory
(2)
distribution-free learning
(1)
equivalence queries
(1)
adversarial perturbation
(1)
evasion attack
(1)
multiplicity tree automata
(1)
local query
(1)
pac framework
(1)
exact learning
(1)
computational complexity
(1)
empirical risk minimization
(1)
membership queries
(1)
Papers
Sample Complexity Bounds for Robustly Learning Decision Lists against Evasion Attacks
IJCAI 2022
When are Local Queries Useful for Robust Learning?
NeurIPS 2022
On the Hardness of Robust Classification
JMLR 2021
On the Hardness of Robust Classification
NeurIPS 2019
Complexity of Equivalence and Learning for Multiplicity Tree Automata
JMLR 2015