no code implementations • 19 Feb 2020 • Chitresh Bhushan, Zhaoyuan Yang, Nurali Virani, Naresh Iyer
Machine learning models provide statistically impressive results which might be individually unreliable.
no code implementations • 18 Nov 2019 • Nurali Virani, Naresh Iyer, Zhaoyuan Yang
To address this need, we link the question of reliability of a model's individual prediction to the epistemic uncertainty of the model's prediction.
no code implementations • 26 Feb 2019 • Zhaoyuan Yang, Naresh Iyer, Johan Reimann, Nurali Virani
Recent work has demonstrated robust mechanisms by which attacks can be orchestrated on machine learning models.