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Hao Wang 0063
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Publications
- 2023
- [j4]Hao Wang, Rui Gao, Flávio P. Calmon:
Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels. J. Mach. Learn. Res. 24: 26:1-26:43 (2023) - [i11]Hao Wang, Luxi He, Rui Gao, Flávio P. Calmon:
Aleatoric and Epistemic Discrimination in Classification. CoRR abs/2301.11781 (2023) - [i10]Raymond Feng, Flávio P. Calmon, Hao Wang:
Adapting Fairness Interventions to Missing Values. CoRR abs/2305.19429 (2023) - 2022
- [c10]Haewon Jeong, Hao Wang, Flávio P. Calmon:
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values. AAAI 2022: 9558-9566 - [c9]Wael Alghamdi, Hsiang Hsu, Haewon Jeong, Hao Wang, Peter Michalák, Shahab Asoodeh, Flávio P. Calmon:
Beyond Adult and COMPAS: Fair Multi-Class Prediction via Information Projection. NeurIPS 2022 - [i9]Wael Alghamdi, Hsiang Hsu, Haewon Jeong, Hao Wang, P. Winston Michalak, Shahab Asoodeh, Flávio P. Calmon:
Beyond Adult and COMPAS: Fairness in Multi-Class Prediction. CoRR abs/2206.07801 (2022) - 2021
- [j3]Hao Wang, Hsiang Hsu, Mario Díaz, Flávio P. Calmon:
To Split or not to Split: The Impact of Disparate Treatment in Classification. IEEE Trans. Inf. Theory 67(10): 6733-6757 (2021) - [c8]Hao Wang, Hsiang Hsu, Mario Díaz, Flávio P. Calmon:
The Impact of Split Classifiers on Group Fairness. ISIT 2021: 3179-3184 - [c7]Hao Wang, Yizhe Huang, Rui Gao, Flávio P. Calmon:
Analyzing the Generalization Capability of SGLD Using Properties of Gaussian Channels. NeurIPS 2021: 24222-24234 - [i8]Hao Wang, Yizhe Huang, Rui Gao, Flávio P. Calmon:
Learning While Dissipating Information: Understanding the Generalization Capability of SGLD. CoRR abs/2102.02976 (2021) - [i7]Haewon Jeong, Hao Wang, Flávio P. Calmon:
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values. CoRR abs/2109.10431 (2021) - 2020
- [j2]Mario Díaz, Hao Wang, Flávio P. Calmon, Lalitha Sankar:
On the Robustness of Information-Theoretic Privacy Measures and Mechanisms. IEEE Trans. Inf. Theory 66(4): 1949-1978 (2020) - [c6]Wael Alghamdi, Shahab Asoodeh, Hao Wang, Flávio P. Calmon, Dennis Wei, Karthikeyan Natesan Ramamurthy:
Model Projection: Theory and Applications to Fair Machine Learning. ISIT 2020: 2711-2716 - [i6]Hao Wang, Hsiang Hsu, Mario Díaz, Flávio P. Calmon:
To Split or Not to Split: The Impact of Disparate Treatment in Classification. CoRR abs/2002.04788 (2020) - 2019
- [j1]Hao Wang, Lisa Vo, Flávio P. Calmon, Muriel Médard, Ken R. Duffy, Mayank Varia:
Privacy With Estimation Guarantees. IEEE Trans. Inf. Theory 65(12): 8025-8042 (2019) - [c5]Hao Wang, Berk Ustun, Flávio P. Calmon:
Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions. ICML 2019: 6618-6627 - [c4]Hao Wang, Mario Díaz, José Cândido Silveira Santos Filho, Flávio P. Calmon:
An Information-Theoretic View of Generalization via Wasserstein Distance. ISIT 2019: 577-581 - [i5]Hao Wang, Berk Ustun, Flávio P. Calmon:
Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions. CoRR abs/1901.10501 (2019) - 2018
- [c3]Hao Wang, Berk Ustun, Flávio P. Calmon:
On the Direction of Discrimination: An Information-Theoretic Analysis of Disparate Impact in Machine Learning. ISIT 2018: 126-130 - [c2]Hao Wang, Mario Díaz, Flávio P. Calmon, Lalitha Sankar:
The Utility Cost of Robust Privacy Guarantees. ISIT 2018: 706-710 - [i4]Hao Wang, Berk Ustun, Flávio P. Calmon:
On the Direction of Discrimination: An Information-Theoretic Analysis of Disparate Impact in Machine Learning. CoRR abs/1801.05398 (2018) - [i3]Hao Wang, Mario Díaz, Flávio P. Calmon, Lalitha Sankar:
The Utility Cost of Robust Privacy Guarantees. CoRR abs/1801.05926 (2018) - [i2]Mario Díaz, Hao Wang, Flávio P. Calmon, Lalitha Sankar:
On the Robustness of Information-Theoretic Privacy Measures and Mechanisms. CoRR abs/1811.06057 (2018) - 2017
- [c1]Hao Wang, Flávio P. Calmon:
An estimation-theoretic view of privacy. Allerton 2017: 886-893 - [i1]Hao Wang, Flávio du Pin Calmon:
An Estimation-Theoretic View of Privacy. CoRR abs/1710.00447 (2017)
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