Gholamali Aminian
7 papers · 2021–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
🔥
Unstoppable · Bronze
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The Questioner
Venues
Top co-authors
Research topics
Keywords
generalization error
(6)
gibbs algorithm
(3)
kl divergence
(2)
semi-supervised learning
(2)
information theory
(2)
covariate shift
(1)
distribution shift
(1)
off-policy learning
(1)
empirical risk
(1)
generalization bound
(1)
pac-bayesian bound
(1)
regret bound
(1)
convergence rate
(1)
propensity score
(1)
bias-variance tradeoff
(1)
population risk
(1)
heavy-tailed reward
(1)
tilted empirical risk
(1)
overparameterized regime
(1)
graph convolutional neural network
(1)
Papers
Generalization and Robustness of the Tilted Empirical Risk
ICML 2025
Log-Sum-Exponential Estimator for Off-Policy Evaluation and Learning
ICML 2025
Generalization Error of Graph Neural Networks in the Mean-field Regime
ICML 2024
How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm?
AISTATS 2023
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift
AISTATS 2022
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm
AISTATS 2022
An Exact Characterization of the Generalization Error for the Gibbs Algorithm
NeurIPS 2021