Samira Samadi
11 papers · 2014–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (31) π§ Keyword Pioneer π Conference Polyglot (5) π Academic Marathon (11)
π
Cross-Pollinator
(10)
π
Renaissance Researcher
(5)
π
Century Club
(11)
ποΈ
Keyword Collector
(61)
Conferences
NIPS (4)
ICML (3)
AAAI (2)
AISTATS (1)
COLT (1)
Top co-authors
Keywords
causal inference
(3)
structural causal model
(3)
dimensionality reduction
(2)
algorithmic fairness
(2)
individual fairness
(2)
principal component analysis
(2)
distributionally robust optimization
(2)
online learning
(1)
decision making
(1)
active learning
(1)
domain adaptation
(1)
neyman-pearson lemma
(1)
decision theory
(1)
optimal transport
(1)
spectral clustering
(1)
low-rank approximation
(1)
fair classification
(1)
binary classification
(1)
minimax optimization
(1)
mean estimation
(1)
Papers
Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport
AAAI 2025
A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems
NIPS 2024
Wasserstein Distributionally Robust Optimization through the Lens of Structural Causal Models and Individual Fairness
NIPS 2024
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces
AAAI 2024
The Role of Learning Algorithms in Collective Action
ICML 2024
Pairwise Fairness for Ordinal Regression
AISTATS 2022
Sample Efficient Learning of Predictors that Complement Humans
ICML 2022
Multi-Criteria Dimensionality Reduction with Applications to Fairness
NIPS 2019
Guarantees for Spectral Clustering with Fairness Constraints
ICML 2019
The Price of Fair PCA: One Extra dimension
NIPS 2018
Near-Optimal Herding
COLT 2014