Search Results for author: Naresh Iyer

Found 3 papers, 0 papers with code

Variational Encoder-based Reliable Classification

no code implementations19 Feb 2020 Chitresh Bhushan, Zhaoyuan Yang, Nurali Virani, Naresh Iyer

Machine learning models provide statistically impressive results which might be individually unreliable.

Classification General Classification

Justification-Based Reliability in Machine Learning

no code implementations18 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.

Design of intentional backdoors in sequential models

no code implementations26 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.

Decision Making

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