Robustness Certificates for Neural Networks Against Data Poisoning and Evasion Attacks

Sara Taheri, Mahalakshmi Sabanayagam, Debarghya Ghoshdastidar +1

The increasing use of machine learning in safety-critical domains amplifies the risk of adversarial threats, especially data poisoning attacks that corrupt training data to degrade…