3 papers
cs.LG2019
Callisto: Entropy based test generation and data quality assessment for Machine Learning Systems
Sakshi Udeshi, Xingbin Jiang, Sudipta Chattopadhyay
Machine Learning (ML) has seen massive progress in the last decade and as a result, there is a pressing need for validating ML-based systems. To this end, we propose, design and ev…
cs.LG2019
Grammar Based Directed Testing of Machine Learning Systems
Sakshi Udeshi, Sudipta Chattopadhyay
The massive progress of machine learning has seen its application over a variety of domains in the past decade. But how do we develop a systematic, scalable and modular strategy to…
cs.LG2018
Automated Directed Fairness Testing
Sakshi Udeshi, Pryanshu Arora, Sudipta Chattopadhyay
Fairness is a critical trait in decision making. As machine-learning models are increasingly being used in sensitive application domains (e.g. education and employment) for decisio…