Mahdi Haghifam
10 papers · 2019–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π Cross-Pollinator (10) π Conference Polyglot (5) π Academic Marathon (6) π Renaissance Researcher (5)
πΊοΈ
Taxonomy Completionist
(22)
π
Cross-Pollinator
(10)
π₯
Mega-Team
(42)
π
Trend Setter
β
The Questioner
π
Century Club
(10)
Conferences
NIPS (5)
ICML (2)
AAAI (1)
ALT (1)
COLT (1)
Top co-authors
Research topics
Keywords
generalization bound
(4)
stochastic gradient descent
(3)
differential privacy
(3)
information-theoretic bound
(2)
mutual information
(2)
conditional mutual information
(2)
convex optimization
(1)
transfer learning
(1)
langevin dynamics
(1)
sample complexity
(1)
loss landscape
(1)
continuous optimization
(1)
vc dimension
(1)
information theoretic
(1)
distribution shift
(1)
optimal transport
(1)
perturbation analysis
(1)
gradient descent
(1)
ai education
(1)
compression scheme
(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
NIPS 2024
Limitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization
ALT 2023
Faster Differentially Private Convex Optimization via Second-Order Methods
NIPS 2023
Why Is Public Pretraining Necessary for Private Model Training?
ICML 2023
Towards a Unified Information-Theoretic Framework for Generalization
NIPS 2021
Information-Theoretic Generalization Bounds for Stochastic Gradient Descent
COLT 2021
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms
NIPS 2020
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
NIPS 2019