Vladimir Balayan

According to our database, Vladimir Balayan authored at least 5 papers between 2020 and 2024.

Collaborative distances:

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

2024

On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods.

Kasun Amarasinghe, Kit T. Rodolfa, Sérgio M. Jesus, Valerie Chen, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro, Ameet Talwalkar, Rayid Ghani

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2022

ConceptDistil: Model-Agnostic Distillation of Concept Explanations.

João Bento Sousa, Ricardo Moreira, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro

CoRR, 2022

2021

Weakly Supervised Multi-task Learning for Concept-based Explainability.

Catarina Belém, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro

CoRR, 2021

How can I choose an explainer?: An Application-grounded Evaluation of Post-hoc Explanations.

Sérgio M. Jesus, Catarina Belém, Vladimir Balayan, João Bento, Pedro Saleiro, Pedro Bizarro, João Gama

Proceedings of the FAccT '21: 2021 ACM Conference on Fairness, 2021

2020

Teaching the Machine to Explain Itself using Domain Knowledge.

Vladimir Balayan, Pedro Saleiro, Catarina Belém, Ludwig Krippahl, Pedro Bizarro

CoRR, 2020