Mahdi Haghifam
10 papers · 2019–2025 · 5 venues · across top CS/AI venues
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Venues
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Research topics
Keywords
generalization bound
(5)
conditional mutual information
(3)
stochastic gradient descent
(3)
differential privacy
(3)
information theory
(2)
mutual information
(2)
stochastic convex optimization
(2)
information-theoretic bound
(2)
convex optimization
(1)
loss landscape
(1)
transfer learning
(1)
continuous optimization
(1)
vc dimension
(1)
information theoretic
(1)
sample complexity
(1)
perturbation analysis
(1)
optimal transport
(1)
generalization error
(1)
gradient descent
(1)
ai education
(1)
Papers
Model AI Assignments 2025
AAAI 2025
Information Complexity of Stochastic Convex Optimization: Applications to Generalization, Memorization, and Tracing
ICML 2024
Private Geometric Median
NeurIPS 2024
Faster Differentially Private Convex Optimization via Second-Order Methods
NeurIPS 2023
Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization
ALT 2023
Why Is Public Pretraining Necessary for Private Model Training?
ICML 2023
Information-Theoretic Generalization Bounds for Stochastic Gradient Descent
COLT 2021
Towards a Unified Information-Theoretic Framework for Generalization
NeurIPS 2021
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms
NeurIPS 2020
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
NeurIPS 2019