Search Results for author: Kumar Madhukar

Found 3 papers, 0 papers with code

Efficient Adversarial Input Generation via Neural Net Patching

no code implementations30 Nov 2022 Tooba Khan, Kumar Madhukar, Subodh Vishnu Sharma

Thus, this paper presents a novel way to generate input perturbations that are adversarial for a given network by using an efficient network patching technique.

Autonomous Vehicles

Efficiently Finding Adversarial Examples with DNN Preprocessing

no code implementations16 Nov 2022 Avriti Chauhan, Mohammad Afzal, Hrishikesh Karmarkar, Yizhak Elboher, Kumar Madhukar, Guy Katz

Deep Neural Networks (DNNs) are everywhere, frequently performing a fairly complex task that used to be unimaginable for machines to carry out.

Decision Making

Permutation Invariance of Deep Neural Networks with ReLUs

no code implementations18 Oct 2021 Diganta Mukhopadhyay, Kumar Madhukar, Mandayam Srivas

Consider a deep neural network (DNN) that is being used to suggest the direction in which an aircraft must turn to avoid a possible collision with an intruder aircraft.

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