Amir Najafi
6 papers · 2019–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Bronze
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Academic Marathon Β· Sprint
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Interdisciplinary Bridge Β· Bronze
πΊοΈ
Taxonomy Completionist
(15)
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Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
wasserstein distance
(2)
semi-supervised learning
(2)
distributionally robust optimization
(2)
dkw inequality
(1)
adversarial robustness
(1)
domain generalization
(1)
manifold learning
(1)
domain adaptation
(1)
optimal transport
(1)
self-supervised learning
(1)
sample complexity
(1)
generalization error
(1)
rademacher complexity
(1)
sample compression
(1)
f-divergence
(1)
error propagation
(1)
gaussian noise
(1)
classification error
(1)
meta-distributional shift
(1)
probability simplex
(1)
Papers
Certifiably Robust Model Evaluation in Federated Learning under Meta-Distributional Shifts
ICML 2025
Gradual Domain Adaptation via Manifold-Constrained Distributionally Robust Optimization
NeurIPS 2024
Out-Of-Domain Unlabeled Data Improves Generalization
ICLR 2024
Sample Complexity Bounds for Learning High-dimensional Simplices in Noisy Regimes
ICML 2023
Manifold Mixup: Better Representations by Interpolating Hidden States
ICML 2019
Robustness to Adversarial Perturbations in Learning from Incomplete Data
NeurIPS 2019