Vladimir Balayan

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 7

Top Topics

Experimental Design

Top Venues

Publications

Kasun Amarasinghe, Kit T. Rodolfa, Sérgio M. Jesus, Valerie Chen, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro, Ameet Talwalkar, Rayid Ghani
On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods. AAAI (2024)
Kasun Amarasinghe, Kit T. Rodolfa, Sérgio M. Jesus, Valerie Chen, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro, Ameet Talwalkar, Rayid Ghani
On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods. CoRR (2022)
João Bento Sousa, Ricardo Moreira, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro
ConceptDistil: Model-Agnostic Distillation of Concept Explanations. CoRR (2022)
Catarina Belém, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro
Weakly Supervised Multi-task Learning for Concept-based Explainability. CoRR (2021)
Sérgio M. Jesus, Catarina Belém, Vladimir Balayan, João Bento, Pedro Saleiro, Pedro Bizarro, João Gama
How can I choose an explainer? An Application-grounded Evaluation of Post-hoc Explanations. CoRR (2021)
Sérgio M. Jesus, Catarina Belém, Vladimir Balayan, João Bento, Pedro Saleiro, Pedro Bizarro, João Gama
How can I choose an explainer?: An Application-grounded Evaluation of Post-hoc Explanations. FAccT (2021)
Vladimir Balayan, Pedro Saleiro, Catarina Belém, Ludwig Krippahl, Pedro Bizarro
Teaching the Machine to Explain Itself using Domain Knowledge. CoRR (2020)