Gholamali Aminian
7 papers · 2021–2025 · 3 conferences · across top CS/AI conferences
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Conferences
AISTATS (3)
ICML (3)
NIPS (1)
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Keywords
generalization error
(4)
gibbs algorithm
(3)
information theory
(2)
semi-supervised learning
(2)
kl divergence
(2)
symmetrized kl divergence
(1)
covariate shift
(1)
transfer learning
(1)
distribution shift
(1)
generalization bound
(1)
pac-bayesian bound
(1)
learning theory
(1)
bias variance tradeoff
(1)
entropy minimization
(1)
Papers
Log-Sum-Exponential Estimator for Off-Policy Evaluation and Learning
ICML 2025
Generalization and Robustness of the Tilted Empirical Risk
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
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm
AISTATS 2022
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift
AISTATS 2022
An Exact Characterization of the Generalization Error for the Gibbs Algorithm
NIPS 2021