Apoorva Nandini Saridena

Publication Activity (10 Years)

Years Active: 2018-2022
Publications (10 Years): 8

Top Topics

Unsupervised Learning

Source Separation

Pac Learnability

Top Venues

IEEE Robotics Autom. Lett.

IEEE Trans. Intell. Veh.

Publications

Apoorva Nandini Saridena, Anna Choromanska
DNN Patching: Progressive Fixing and Augmenting the Functionalities of DNNs for Autonomous Vehicles. IEEE Robotics Autom. Lett. 7 (2) (2022)
Devansh Bisla, Apoorva Nandini Saridena, Anna Choromanska
A Theoretical-Empirical Approach to Estimating Sample Complexity of DNNs. CVPR Workshops (2021)
Devansh Bisla, Apoorva Nandini Saridena, Anna Choromanska
A Theoretical-Empirical Approach to Estimating Sample Complexity of DNNs. CoRR (2021)
Naman Patel, Apoorva Nandini Saridena, Anna Choromanska, Prashanth Krishnamurthy, Farshad Khorrami
Learning-Based Real-Time Process-Aware Anomaly Monitoring for Assured Autonomy. IEEE Trans. Intell. Veh. 5 (4) (2020)
Benjamin Cowen, Apoorva Nandini Saridena, Anna Choromanska
LSALSA: accelerated source separation via learned sparse coding. Mach. Learn. 108 (8-9) (2019)
Naman Patel, Apoorva Nandini Saridena, Anna Choromanska, Prashanth Krishnamurthy, Farshad Khorrami
Adversarial Learning-Based On-Line Anomaly Monitoring for Assured Autonomy. IROS (2018)
Benjamin Cowen, Apoorva Nandini Saridena, Anna Choromanska
LSALSA: efficient sparse coding in single and multiple dictionary settings. CoRR (2018)
Naman Patel, Apoorva Nandini Saridena, Anna Choromanska, Prashanth Krishnamurthy, Farshad Khorrami
Adversarial Learning-Based On-Line Anomaly Monitoring for Assured Autonomy. CoRR (2018)