Mitigation of security attacks in the SDN data plane using P4-enabled switches. - Niranjhana Narayanan; Ganesh Chennimala Sankaran; Krishna M. Sivalingam (ANTS, 2019)

TensorFI: A Flexible Fault Injection Framework for TensorFlow Applications. - Zitao Chen 001; Niranjhana Narayanan; Bo Fang 002; Guanpeng Li; Karthik Pattabiraman; Nathan DeBardeleben (ISSRE, 2020)

TF-DM: Tool for Studying ML Model Resilience to Data Faults. - Niranjhana Narayanan; Karthik Pattabiraman (DeepTest@ICSE, 2021)

Understanding the Resilience of Neural Network Ensembles against Faulty Training Data. - Abraham Chan; Niranjhana Narayanan; Arpan Gujarati; Karthik Pattabiraman; Sathish Gopalakrishnan (QRS, 2021)

Fault Injection for TensorFlow Applications. - Niranjhana Narayanan; Zitao Chen 001; Bo Fang 002; Guanpeng Li; Karthik Pattabiraman; Nathan DeBardeleben (IEEE Trans. Dependable Secur. Comput., 2023)