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2020 – today
- 2022
[i7]Marc Juarez, Samuel Yeom, Matt Fredrikson:
Black-Box Audits for Group Distribution Shifts. CoRR abs/2209.03620 (2022)- 2021
- [b1]Samuel Yeom:
Black-Box Approaches to Fair Machine Learning. Carnegie Mellon University, USA, 2021 - [c6]Samuel Yeom, Michael Carl Tschantz:
Avoiding Disparity Amplification under Different Worldviews. FAccT 2021: 273-283 - 2020
- [j1]Samuel Yeom, Irene Giacomelli, Alan Menaged, Matt Fredrikson, Somesh Jha:
Overfitting, robustness, and malicious algorithms: A study of potential causes of privacy risk in machine learning. J. Comput. Secur. 28(1): 35-70 (2020) - [c5]Zilong Tan, Samuel Yeom, Matt Fredrikson, Ameet Talwalkar:
Learning Fair Representations for Kernel Models. AISTATS 2020: 155-166 - [c4]Emily Black
, Samuel Yeom, Matt Fredrikson:
FlipTest: fairness testing via optimal transport. FAT* 2020: 111-121 - [c3]Samuel Yeom, Matt Fredrikson:
Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness. IJCAI 2020: 437-443 - [i6]Samuel Yeom, Matt Fredrikson:
Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness. CoRR abs/2002.07738 (2020)
2010 – 2019
- 2019
- [i5]Emily Black, Samuel Yeom, Matt Fredrikson:
FlipTest: Fairness Auditing via Optimal Transport. CoRR abs/1906.09218 (2019) - [i4]Zilong Tan, Samuel Yeom, Matt Fredrikson, Ameet Talwalkar:
Learning Fair Representations for Kernel Models. CoRR abs/1906.11813 (2019) - 2018
- [c2]Samuel Yeom, Irene Giacomelli, Matt Fredrikson, Somesh Jha:
Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting. CSF 2018: 268-282 - [c1]Samuel Yeom, Anupam Datta, Matt Fredrikson:
Hunting for Discriminatory Proxies in Linear Regression Models. NeurIPS 2018: 4573-4583 - [i3]Samuel Yeom, Michael Carl Tschantz:
Discriminative but Not Discriminatory: A Comparison of Fairness Definitions under Different Worldviews. CoRR abs/1808.08619 (2018) - [i2]Samuel Yeom, Anupam Datta, Matt Fredrikson:
Hunting for Discriminatory Proxies in Linear Regression Models. CoRR abs/1810.07155 (2018) - 2017
- [i1]Samuel Yeom, Matt Fredrikson, Somesh Jha:
The Unintended Consequences of Overfitting: Training Data Inference Attacks. CoRR abs/1709.01604 (2017)
Coauthor Index
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