Auditing Black-Box Prediction Models for Data Minimization Compliance.
In: Proceedings of NeurIPS. Online. Selected as a Spotlight Presentation (3% acceptance rate).
Fairness, Accountability, Transparency |
| [Rastegarpanah et al., 2021] | Bashir Rastegarpanah, Krishna P. Gummadi and Mark Crovella (2021). Auditing Black-Box Prediction Models for Data Minimization Compliance. In: Proceedings of NeurIPS. Online. Selected as a Spotlight Presentation (3% acceptance rate). |
| [Rastegarpanah et al., 2020] | Bashir Rastegarpanah, Mark Crovella, Krishna P. Gummadi (2020). Fair Inputs and Fair Outputs: the Incompatibility of Fairness in Privacy and Accuracy. In: Proceedings of the Workshop on Fairness in User Modeling, Adaptation, and Personalization (FairUMAP). Online. doi:10.1145/3386392.3399568 |
| [Spinelli and Crovella, 2020] | Larissa Spinelli and Mark Crovella (2020). How YouTube Leads Privacy-Seeking Users Away from Reliable Information. In: Proceedings of the Workshop on Fairness in User Modeling, Adaptation, and Personalization (FairUMAP). Online. doi:10.1145/3386392.3399566 |
| [Rastegarpanah et al., 2019] | Bashir Rastegarpanah, Krishna P. Gummadi and Mark Crovella (2019). Fighting Fire with Fire: Using Antidote Data to Improve Polarization and Fairness of Recommender Systems. In: Proceedings of WSDM. Melbourne, Australia. doi:10.1145/3289600.3291002 |
| [Spinelli and Crovella, 2018] | Larissa Spinelli and Mark Crovella (2018). Unravelling the Dynamics of Online Ratings. In: Proceedings of the 4th International Symposium on Social Media Mining and Analysis (SMMA 2018). Exeter, UK. doi:10.1109/HPCC/SmartCity/DSS.2018.00191 |
| [Rastegarpanah et al., 2017] | Bashir Rastegarpanah, Mark Crovella and Krishna Gummadi (2017). Exploring Explanations for Matrix Factorization Recommender Systems (Position Paper). In: Proceedings of the FATREC Workshop on Responsible Recommendation. Como, Italy. Code and demo for this method is available at links below. doi:10.18122/B2R717 |
| [Spinelli and Crovella, 2017] | Larissa Spinelli and Mark Crovella (2017). Closed-Loop Opinion Formation. In: Proceedings of the 9th International ACM Web Science Conference (WebSci). Troy, NY. doi:10.1145/3091478.3091483 |