Valera, Isabel

Fairness Constraints: Mechanisms for Fair Classification

Zafar, M. B., Valera, I., Rodriguez, M. G., & Gummadi, K. P. (2015) · arXiv

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 645

Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment

Zafar, M. B., Valera, I., Gomez Rodriguez, M., & Gummadi, K. P. (2017) · Proceedings of the 26th International Conference on World Wide Web

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 632

Algorithmic recourse: From counterfactual explanations to interventions

Karimi, A.-H., Schölkopf, B., & Valera, I. (2021) · Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 274

One-Network Adversarial Fairness

Adel, T., Valera, I., Ghahramani, Z., & Weller, A. (2019) · Proceedings of the AAAI Conference on Artificial Intelligence

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 95

Algorithmic Recourse: from Counterfactual Explanations to Interventions

Karimi, A.-H., Schölkopf, B., & Valera, I. (2020) · arXiv

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 76

On the Fairness of Causal Algorithmic Recourse

Kügelgen, J. V., Karimi, A.-H., Bhatt, U., Valera, I., Weller, A., & Schölkopf, B. (2022) · Proceedings of the AAAI Conference on Artificial Intelligence

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 58

Towards causal algorithmic recourse

Karimi, A.-H., von Kügelgen, J., Schölkopf, B., & Valera, I. (2022) · Lecture Notes in Computer Science

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 11