Amirata Ghorbani
9 papers · 2019–2023 · 5 conferences · across top CS/AI conferences
Achievements
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π Renaissance Researcher (6) π£ Hot Topic Early Bird π Cross-Pollinator (13) π Conference Polyglot (5) π Interdisciplinary Bridge
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(23)
π
Grand Slam
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Keyword Champion
(4)
π₯
Mega-Team
(47)
π
Conference Pioneer
β
The Questioner
π
Trend Setter
Conferences
NIPS (3)
AISTATS (2)
ICML (2)
AAAI (1)
ICLR (1)
Top co-authors
Keywords
feature importance
(4)
shapley value
(3)
neural network interpretability
(2)
data augmentation
(2)
data valuation
(2)
adversarial attack
(2)
benchmark suite
(1)
neural network security
(1)
adversarial robustness
(1)
model robustness
(1)
feature selection
(1)
model evaluation
(1)
false discovery rate
(1)
game theory
(1)
feature attribution
(1)
domain adaptation
(1)
neural network interpretation
(1)
monte carlo estimation
(1)
visual concept
(1)
concept-based explanation
(1)
Papers
DataPerf: Benchmarks for Data-Centric AI Development
NIPS 2023
Improving Adversarial Robustness via Unlabeled Out-of-Domain Data
AISTATS 2021
How Does Mixup Help With Robustness and Generalization?
ICLR 2021
Neuron Shapley: Discovering the Responsible Neurons
NIPS 2020
A Distributional Framework For Data Valuation
ICML 2020
Knockoffs for the Mass: New Feature Importance Statistics with False Discovery Guarantees
AISTATS 2019
Interpretation of Neural Networks Is Fragile
AAAI 2019
Towards Automatic Concept-based Explanations
NIPS 2019
Data Shapley: Equitable Valuation of Data for Machine Learning
ICML 2019