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Assured Autonomy Tools Portal
Continual Assurance of Learning-Enabled, Cyber-Physical Systems (LE-CPS)

On Need for Topology-Aware Generative Models for Manifold-Based Defenses

Jang, U. ., Jha, S. ., & Jha, S. . (2020). On Need for Topology-Aware Generative Models for Manifold-Based Defenses. ICLR.

Model-Centered Assurance for Autonomous Systems

Jha, S. ., Rushby, J. ., & Shankar, N. . (2020). Model-Centered Assurance for Autonomous Systems. In International Conference on Computer Safety, Reliability, and Security (p. 228\textendash243). Springer.

Attribution-based confidence metric for deep neural networks

Jha, S. ., Raj, S. ., Fernandes, S. ., Jha, S. K., Jha, S. ., Jalaian, B. ., … Swami, A. . (2019). Attribution-based confidence metric for deep neural networks. In Advances in Neural Information Processing Systems (p. 11826\textendash11837).