Xavier Gitiaux

According to our database, Xavier Gitiaux authored at least 16 papers between 2019 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Estimating the Risk of Individual Discrimination of Classifiers.

Jonathan Vasquez, Xavier Gitiaux, Huzefa Rangwala

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2023

AURA: Privacy-Preserving Augmentation to Improve Test Set Diversity in Speech Enhancement.

Xavier Gitiaux, Aditya Khant, Ebrahim Beyrami, Chandan K. A. Reddy, Jayant Gupchup, Ross Cutler

Proceedings of the IEEE International Conference on Acoustics, 2023

Counterfactually Fair Dynamic Assignment: A Case Study on Policing.

Tasfia Mashiat, Xavier Gitiaux, Huzefa Rangwala, Sanmay Das

Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, 2023

2022

SWAP test for an arbitrary number of quantum states.

Xavier Gitiaux, Ian Morris, Maria Emelianenko, Mingzhen Tian

Quantum Inf. Process., 2022

Ex-Ante Assessment of Discrimination in Dataset.

Jonathan Vasquez Verdugo, Xavier Gitiaux, Huzefa Rangwala

CoRR, 2022

FairEd: A Systematic Fairness Analysis Approach Applied in a Higher Educational Context.

Jonathan Vasquez Verdugo, Xavier Gitiaux, Cesar Ortega, Huzefa Rangwala

Proceedings of the LAK 2022: 12th International Learning Analytics and Knowledge Conference, Online Event, USA, March 21, 2022

SoFaiR: Single Shot Fair Representation Learning.

Xavier Gitiaux, Huzefa Rangwala

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Trade-offs between Group Fairness Metrics in Societal Resource Allocation.

Tasfia Mashiat, Xavier Gitiaux, Huzefa Rangwala, Patrick J. Fowler, Sanmay Das

Proceedings of the FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul, Republic of Korea, June 21, 2022

2021

Aura: Privacy-preserving augmentation to improve test set diversity in noise suppression applications.

Xavier Gitiaux, Aditya Khant, Chandan K. A. Reddy, Jayant Gupchup, Ross Cutler

CoRR, 2021

Learning Smooth and Fair Representations.

Xavier Gitiaux, Huzefa Rangwala

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

Fair Representations by Compression.

Xavier Gitiaux, Huzefa Rangwala

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Converter software to calibrate and super-resolve solar magnetograms.

Andrés Muñoz-Jaramillo, Xavier Gitiaux, Anna Jungbluth, Shane A. Maloney, Carl Shneider, Paul J. Wright, Michel Deudon, Alfredo Kalaitzis, Atilim Günes Baydin, Yarin Gal

Dataset, April, 2020

2019

Single-Frame Super-Resolution of Solar Magnetograms: Investigating Physics-Based Metrics \& Losses.

Anna Jungbluth, Xavier Gitiaux, Shane A. Maloney, Carl Shneider, Paul J. Wright, Alfredo Kalaitzis, Michel Deudon, Atilim Günes Baydin, Yarin Gal, Andrés Muñoz-Jaramillo

CoRR, 2019

Probabilistic Super-Resolution of Solar Magnetograms: Generating Many Explanations and Measuring Uncertainties.

Xavier Gitiaux, Shane A. Maloney, Anna Jungbluth, Carl Shneider, Paul J. Wright, Atilim Günes Baydin, Michel Deudon, Yarin Gal, Alfredo Kalaitzis, Andrés Muñoz-Jaramillo

CoRR, 2019

Multi-Differential Fairness Auditor for Black Box Classifiers.

Xavier Gitiaux, Huzefa Rangwala

CoRR, 2019

mdfa: Multi-Differential Fairness Auditor for Black Box Classifiers.

Xavier Gitiaux, Huzefa Rangwala

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019