Adversarial Learning-Based On-Line Anomaly Monitoring for Assured Autonomy. - Naman Patel; Apoorva Nandini Saridena; Anna Choromanska; Prashanth Krishnamurthy; Farshad Khorrami (IROS, 2018)

LSALSA: efficient sparse coding in single and multiple dictionary settings. - Benjamin Cowen; Apoorva Nandini Saridena; Anna Choromanska (CoRR, 2018)

LSALSA: accelerated source separation via learned sparse coding. - Benjamin Cowen; Apoorva Nandini Saridena; Anna Choromanska (Mach. Learn., 2019)

Learning-Based Real-Time Process-Aware Anomaly Monitoring for Assured Autonomy. - Naman Patel; Apoorva Nandini Saridena; Anna Choromanska; Prashanth Krishnamurthy; Farshad Khorrami (IEEE Trans. Intell. Veh., 2020)

A Theoretical-Empirical Approach to Estimating Sample Complexity of DNNs. - Devansh Bisla; Apoorva Nandini Saridena; Anna Choromanska (CVPR Workshops, 2021)

DNN Patching: Progressive Fixing and Augmenting the Functionalities of DNNs for Autonomous Vehicles. - Apoorva Nandini Saridena; Anna Choromanska (IEEE Robotics Autom. Lett., 2022)