Amir Najafi
6 papers · 2019–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (6) π Cross-Pollinator (11)
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Taxonomy Completionist
(14)
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Hot Topic Early Bird
Conferences
ICML (3)
NIPS (2)
ICLR (1)
Top co-authors
Keywords
wasserstein distance
(1)
representation learning
(1)
semi-supervised learning
(1)
adversarial robustness
(1)
manifold learning
(1)
domain adaptation
(1)
optimal transport
(1)
sample complexity
(1)
rademacher complexity
(1)
sample compression
(1)
error propagation
(1)
gaussian noise
(1)
classification error
(1)
distributionally robust optimization
(1)
probability simplex
(1)
generalization bound
(1)
adversarial perturbation
(1)
decision boundary
(1)
gradual adaptation
(1)
manifold constraint
(1)
Papers
Certifiably Robust Model Evaluation in Federated Learning under Meta-Distributional Shifts
ICML 2025
Gradual Domain Adaptation via Manifold-Constrained Distributionally Robust Optimization
NIPS 2024
Out-Of-Domain Unlabeled Data Improves Generalization
ICLR 2024
Sample Complexity Bounds for Learning High-dimensional Simplices in Noisy Regimes
ICML 2023
Robustness to Adversarial Perturbations in Learning from Incomplete Data
NIPS 2019
Manifold Mixup: Better Representations by Interpolating Hidden States
ICML 2019