Murad Tukan
10 papers · 2020–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Gold
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Taxonomy Completionist
(22)
💎
Century Club · Bronze
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Keyword Collector
(52)
Venues
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Research topics
Machine Learning
(7)
Mathematics & Optimization
(5)
Optimization
(5)
Optimization & Theory · Machine Learning
(5)
Application Areas
(4)
Core Methods
(3)
Computer Science
(2)
Data Science & Analytics
(2)
Deep Learning
(2)
Applications
(2)
Foundations
(2)
Optimization & Theory · Deep Learning
(2)
Artificial Intelligence
(1)
Architectures
(1)
Core AI
(1)
Keywords
coreset construction
(5)
approximation algorithm
(4)
submodular maximization
(2)
model compression
(1)
neural network training
(1)
non-convex optimization
(1)
robust regression
(1)
logistic regression
(1)
k-means clustering
(1)
function approximation
(1)
data subset selection
(1)
knowledge distillation
(1)
cardinality constraint
(1)
data compression
(1)
kernel ridge regression
(1)
excess risk
(1)
query complexity
(1)
approximation error
(1)
subset selection
(1)
anomaly detection
(1)
Papers
Bridging the Gap between General and Down-Closed Convex Sets in Submodular Maximization
IJCAI 2024
Practical $0.385$-Approximation for Submodular Maximization Subject to a Cardinality Constraint
NeurIPS 2024
AutoCoreset: An Automatic Practical Coreset Construction Framework
ICML 2023
On the Size and Approximation Error of Distilled Datasets
NeurIPS 2023
Provable Data Subset Selection For Efficient Neural Networks Training
ICML 2023
Coresets for Data Discretization and Sine Wave Fitting
AISTATS 2022
New Coresets for Projective Clustering and Applications
AISTATS 2022
Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions
NeurIPS 2022
Coresets for Near-Convex Functions
NeurIPS 2020
Sets Clustering
ICML 2020